Every source GILD analyzed, newest first. Each says who the source is, how it knows, whether it still applies and which findings it counts toward. Open a count to see only its sources.
Source
90 sources in Engineering leaders and teams, with product documentation Showing all 160 sources
No opinion stated
The big discount on intelligencePractitioner write-up
Five engineers who paid US$800 to US$1,000 a month together on Max and Pro plans paid about US$1,000 a day for the same work at API rates, Dastidar writes.
"After this, the bill was approximately $1000 per day for the same work. So in one fell swoop, the cost went up thirty times."
Positive
Comment on: Ask HN: Is anybody producing good code with coding agents?Hacker News comment
Reports great success with a short CLAUDE.md, skills, design and plan sessions before building, high test coverage, and Claude Code review plus human PR review for faster velocity.
Checked Oct 30, 2026 under gild-policy/1.0.0. The scorecard
Mixed
Every: Vibe Check, Opus 5.5 Is Pulling Our Codex Converts Back to ClaudeOrganization write-up
Two Every staff who had switched from Claude Code to Codex in the months before September 22, 2026 were reconsidering after Opus 5.5, though one still prefers the Codex harness and the CEO still uses Codex for most work.
"Mike Taylor and Tyler Nishida are former Claude power users who switched to Codex in recent months, but Opus 5.5 has them reconsidering that switch."
Positive
Trying the Software Factory pattern.Personal blog post, lethain.com
Imprint put every engineer on Claude Code every day in January 2026 and the rest of the company on Claude Code or Cowork in March. As local work stopped scaling, it moved all work to Linear and rolled out an orchestrated agent harness.
"January: get every engineer onto Claude Code every single day…"
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Positive
Comment on: Gemini Omni 1.1 FlashHacker News comment
Writing as CTO of a GCP shop with an 8 figure annual commit, says Google still lacks a competitive offering to agentic coding tools from Anthropic and OpenAI, and that its embedded-model work skips GCP because Anthropic has its engineers' and product folks' mindshare.
Checked Oct 30, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Negative
Comment on: Slop DebtHacker News comment
As tech lead of a team vibe coding with Claude, reviewed merge requests of at least 800 lines, multiple per day per person; says understanding the code took 2 hours. Quit to start a company and is slowly reeling back to coding by hand, which they prefer.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
AI Coding Benchmark: Claude Code vs CursorIndependent benchmark, AIMultiple
With every CLI agent on Claude Sonnet 4.6, AIMultiple measured Claude Code at 0.789 on its full-stack tasks, third behind Opencode and Grok CLI. It placed ahead of Cursor's 0.751 and took about US$1.83 and 554 seconds a task.
"Grok (0.803) and Claude Code (0.789) follow, also CLI tools on Sonnet 4.6."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Positive
How Superhuman Scaled AI Coding Agents Across Their Entire Eng OrgConference talk video
Superhuman moved from Copilot to Cursor to Claude Code after an early beta about 11 months before the talk; its tech lead has not written code in the editor since and scaled Claude Code workflows across the engineers.
"11 months ago to Superhuman reached out Anthropic reached to us and offered to do the beta of this new cloud cloud tool that basically changed everything overnight, at least for me. I was like the first participant in this POC. Since then, haven't written a single line of code in in the editor."
Not counted
Superhuman took part in an early Claude Code beta that Anthropic offered it. Kept in the record; it takes part in no figure.
Positive
Comment on: AI Coding and Its DiscontentsHacker News comment
jaegerpicker's team reports 5x output with fewer quality issues by having Claude research each ticket into acceptance criteria that humans validate, then requiring local testing, integration tests, and 90% coverage.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Negative
Comment on: The new rules of context engineering for Claude 5 generation modelsHacker News comment
As sole staff engineer reviewing PRs from three offshore developers using Claude Code, throwatdem12311 says review has become impossible to keep up with and delivery has slowed.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Positive
Comment on: Who's afraid of Chinese models?Hacker News comment
The company rallied around Claude: it customizes Claude Code, adds knowledge bases and writes skills for non-technical staff, and uses Claude features company-wide, which makes it hard to switch.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Mixed
Choosing the right tool safety approach for coding agentsCompany engineering blog post, Scott Logic
Testing sandbox setups, Williams found that Claude Code's sandboxed Bash tool passes environment variables to the sandboxed process by default and can read the entire computer it runs on.
"Claude Code’s sandboxed Bash terminal tool by default exposes environment variables to the sandboxed process, and has read access to the entire computer it’s running on."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Positive
Agentic Coding at ClickHouseCompany blog post, ClickHouse Blog
ClickHouse's chief technology officer says agents became fully usable for daily work on its large C++ codebase from Opus 4.5, and the company mostly runs Claude Code in the terminal with Codex as a backup; he finds Claude Code slow at times, with bugs and glitches, and says agent output still needs review.
"Since Opus 4.5, agents have been fully usable for daily work on large C++ code bases."
"Claude Code is a very powerful tool, but it can be slow, and it has bugs and glitches. I still recommend using it over integrated agents."
"For CLI agents, we use mostly Claude Code with Opus 4.6, but some people prefer Codex CLI with Codex 5.4."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
Comment on: Write code like a human will maintain itHacker News comment
Runs several Claude Code instances in parallel and reviews the output before team review. The team ships more, radlad knows the code less well, and pre-push and team reviews are now the bottleneck.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Positive
Comment on: Godot will no longer accept AI-authored code contributionsHacker News comment
On a Godot mobile app their team estimates 3x speed and 3x more pull requests with about 20% more regressions. They dropped review below a file-size threshold and grew CI tests about 500%.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Positive
DX Engineering Enablement: How structured AI training scaled developer productivityPodcast episode with publisher transcript
Indeed retired Copilot and Cody once their weekly use fell to about 3%, and by mid-2026 its roughly 2,000 engineers worked mostly in Claude Code, with some Cursor, Windsurf and Amp.
"And if you’re interested, our breakdown rate, we’re mostly Claude Code, a little bit Cursor, some Windsurf, and then down at the bottom, Amp. If you actually add up these percentages, it’s definitely more than 100%. So we also see that our devs are using multiple tools at the same time."
Counts toward
Mixed
Comment on: Tokenmaxxing is dead, long live tokenmaxxingHacker News comment
At a company thrifty with AI spend, had a US$100 a month spend while trying to be its AI leader. Sees that Claude Code can do a lot of heavy lifting at work, while most colleagues stuck cost-maxing cannot imagine hitting session limits; says there's a case the cost-maxing hurt the company.
Checked Oct 30, 2026 under gild-policy/1.0.0. The scorecard
No opinion stated
Latent Space: Matei Zaharia of Databricks at Data + AI Summit 2026Podcast episode with publisher transcript
Databricks' developer infrastructure team built Isaac, a wrapper over Claude Code and Codex that runs either in web sandboxes or on engineers' machines.
"…they built something called Isaac, that’s like a wrapper on Claude Code and Codex, and, lets you use them either on the web in, like, sandboxes or, just on your dev machine or on your laptop or whatever."
Negative
Comment on: Claude TagHacker News comment
Rolled Cowork out to all non-technical staff at work and calls Cowork/Claude Desktop frustrating, with no native audit log and all-or-nothing access for Claude Code and for some MCP connections such as QuickBooks Online. Wants governance features and per-member RBAC.
Checked Oct 30, 2026 under gild-policy/1.0.0. The scorecard
Positive
Scaling Myself: How I Run 22 Claude Code Sessions for DS4 MigrationEngineering blog post, Mercari Engineering blog
A Mercoin iOS engineer runs 22 Claude Code sessions across git worktrees with phase-specific slash commands to ship about 140 design-system migration PRs, plus dedicated sessions reviewing teammates' PRs.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
Doubling the productivity of your engineering team using AI (Brian Scanlan)Conference talk (recorded, DX Annual), Engineering Enablement by DX (DX Annual talk; recap by Justin Reock)
In a DX Annual talk, Intercom's Brian Scanlan reports that standardizing on Claude Code, enablement and new performance expectations doubled merged PRs per R&D member in nine months.
Checked Oct 30, 2026 under gild-policy/1.0.0. The scorecard
Mixed
Agentic Testing: Where Agents Fit in the E2E Testing StackCompany engineering blog post, Slack Engineering
Ran more than 200 agentic end-to-end test runs at Slack through non-interactive Claude Code. Agent runs typically cost US$15 to 30 each and averaged about 5 to 11 minutes; says the cost may currently suit them better to debugging and exploratory testing than to high-frequency CI.
"Agent-driven runs were typically $15 to 30 per execution, compared to much cheaper traditional test runs."
"Due to the cost, agent-driven testing may currently be better suited for targeted debugging or exploratory testing than for high-frequency CI execution…"
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
Comment on: Anthropic/OpenAI may be spending more than US$1000 for every US$100 you pay themHacker News comment
jabart's team measured usage with cc-usage and found costs near the monthly license on a multi-million-line codebase, even with jabart running 3 to 4 sessions at once.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
A UI Framework Migration in the Age of AI: How We Migrated Svelte 4 to 5 with Claude Code in Six HoursCompany engineering blog post, Atolio Blog
After months of human investigation went into one detailed prompt, Atolio let Claude Code run in auto mode for about six hours to move thousands of files from Svelte 4 to 5; two developers then spent about two days on warnings and QA, which found one bug.
"…we let it run in auto mode for around six hours on a Friday afternoon…"
"Once it was in testing, the team found only one bug during QA."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
Coding Is No Longer the Constraint: Scaling Developer Experience to Teams and Agents at SpotifyCompany engineering blog post, Spotify Engineering (Code with Claude 2026 talk)
Spotify reports that more than 99% of its engineers use AI coding tools every week, with Claude Code adoption jumping after Opus 4.5, and pull request frequency up 76%. Agents perform measurably worse in its fragmented codebases.
"…we’re seeing a 76% increase in pull request frequency, with the vast majority of PRs authored by a developer working alongside an AI agent."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
How Salesforce Engineering Became Truly AgenticCompany newsroom post, Salesforce News
Salesforce moved all engineers to Claude Code as its primary agent tool and removed token limits; from April 2025 to April 2026 PRs merged per developer rose 79% while incidents fell 5%, and one team finished a 231 person-day migration in 13 days.
"The biggest inflection point was a deliberate, organization-wide pivot to Claude Code as our primary AI agent tool."
"In April 2026, work items completed per developer are up 50.8% compared with April 2025. PRs merged per developer are up 79%."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Not counted
Salesforce, the author's employer, is an Anthropic investor and strategic partner. Kept in the record; it takes part in no figure.
Positive
What I Learned Using Claude Code as an Engineering Manager During Focus WeekPersonal blog post, Medium
A Slack engineering manager used Claude Code to turn one doc fix into systematic cleanup and tooling, but found rules drift on bigger tasks, review stays essential, and over-engineering gets easy.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
No opinion stated
Knak Blog: Claude Code streamlining at KnakEngineering write-up
After a developer tiger team spent six weeks making the repository safe, Knak's designers prototype directly in the production codebase with Claude Code in place of Figma and Lovable handoffs.
Positive
Latent Space: Applied Intuition with Peter LudwigPodcast episode with publisher transcript
At Applied Intuition, which uses every coding tool and ranks adoption on a leaderboard, Claude Code has replaced Cursor as the most used tool.
"Yeah. We use everything. So Cursor was, I think the hottest tool in the company for a good while. Now Claude Code, I think has taken the reign on that. We have a internal leader, leaderboard that we use just to sort of encourage adoption…"
Counts toward
Positive
Claude Code/Cowork monitoring at scale with Otel & ElasticCompany engineering blog post, Elastic Security Labs
Describes how Elastic's InfoSec team monitors Claude Code, in active use across Elastic engineering, by exporting its OpenTelemetry events into Elastic, with telemetry set through managed settings deployed by IT that users cannot override. Notes telemetry is opt-in and redacts prompts and tool arguments by default.
"Claude Code supports managed settings that are deployed by IT and cannot be overridden by users."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Positive
Claude Code Tips I Wish I'd Had From Day OneCompany engineering blog post, Marmelab
After months of daily use, Marmelab asks Claude Code for one step at a time and reviews each before the next, because asking for a whole feature sends it off the rails. Lessons from each session go into CLAUDE.md, rules and skills.
"If you say “implement the whole feature,” Claude will go off the rails. Instead, ask for step one, review it, and only then ask for step two."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Positive
Background Coding Agents: Supercharging Downstream Consumer Dataset Migrations (Honk, Part 4)Engineering blog post, Spotify Engineering
A Spotify team rolled out 240 automated dataset migration PRs with its Claude Code based agent, work it estimated at about 10 engineering weeks by hand; it needed very detailed prompts, and it dropped one pipeline framework whose style varied too much between teams.
"We estimated that it would have taken around 10 engineering weeks of effort to complete these migrations manually."
"…we successfully rolled out 240 automated migration PRs using Fleetshift…"
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
Latent Space: Shopify with Mikhail ParakhinPodcast episode with publisher transcript
Shopify's internal usage chart shows command-line agents such as Claude Code taking off since December 2025, while IDE tools grow more slowly.
"The other thing I would claim you could see is that, uh, CLI-based tools and tools that don’t require you to look at the code becoming more popular, and you could see, yeah, various versions of, uh, Cloud Code and Codex and Pi and internal development tools taking off."
Mixed
[MODEL] Claude Code is unusable for complex engineering tasks with the Feb updatesGitHub issue
Reports from months of mined Claude Code logs on IREE projects using Opus that complex engineering quality degraded from February, forcing a shutdown of the concurrent agent fleet for single-session work. Says Claude has been good to them and hopes Anthropic can address it.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
How we made Trail of Bits AI-native (so far)Company blog post, Trail of Bits Blog
Says Trail of Bits got everyone on Claude Code with supported configs, default sandboxing and a curated plugin marketplace. For certain clients where codebase and scope allow, auditors running fleets of agents went from about 15 bugs a week to 200.
"We got everyone on Claude Code, and we treat it like any other enterprise tool…"
"…we went from finding about 15 bugs a week to 200…"
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Positive
What we're learning from engineers getting the most from Claude CodeCompany blog post, Fin Ideas (Intercom)
Shares, as an engineering director at Fin.ai, what engineers reported: some of the most experienced accelerate faster than earlier-career peers, and those getting the most from Claude plan over many turns and invest in claude.md as evolving instructions. Says many keep their anxiety to themselves.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
How we use Claude Code today at IntercomCompany blog post, Fin Ideas (Intercom)
Intercom turned Claude Code into an internal platform: 13 plugins, 100+ skills, hook-enforced PR workflow, guarded read-only production console, OpenTelemetry observability and auto-updated CLAUDE.md files.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
Comment on: Ask HN: How is AI-assisted coding going for you professionally?Hacker News comment
Since trying Claude Code with Opus 4.5 alexmuro writes few features by hand, rebuilt a server and added sync, keeps a short leash, and reports mixed reactions across their five-person team.
Checked Oct 30, 2026 under gild-policy/1.0.0. The scorecard
Mixed
Claude Code and COBOL modernization: What’s the reality?Company article, Thoughtworks Insights
Says, from 18 months of AI-assisted legacy modernization at Thoughtworks, that Claude Code is one of the best coding agents so far, exceptional on time and cost but weaker on correctness and drift, and that agents cannot yet reliably ingest tens of millions of lines at once.
"In terms of Claude Code, it’s exceptional when it comes to time and cost. What it’s not as strong as, though, are the bottom two issues…"
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
How We Trained Our Engineering Team To Actually Use Claude Code (not just chat with it)Company-authored engineering practice account, Collabnix
Red Eagle Tech describes Claude Code reading existing workflows, tracing repository conventions, generating a complete CI/CD pipeline, and reaching a reviewed pull request in about 25 minutes. Manual work took about three hours, and the account still calls for review.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
No opinion stated
Stripe Dot Dev: Minions, Stripe's one-shot end-to-end coding agents, part 2Engineering write-up
Stripe makes Cursor and Claude Code available for supervised work and syncs its Cursor rules into a format Claude Code reads, so its three most used agents share one set of guidance.
"We also now sync our Cursor rules into a format that Claude Code can read as well, so that our three most popular coding agents (minions, Cursor, and Claude Code) can all benefit from the guidance that lives in rule files that Stripe engineers are scaffolding in our codebase."
Counts toward
Positive
Teaching Claude the Old Tricks: Lessons from Migrating Legacy Code to an AI-Assisted WorkflowPersonal blog post, charlesherring.com
Brought WitFoo's decade-old production platform into Claude Code work by first having it document the code into CLAUDE.md, then writing a WITFOO_WAY.md standards file and cleaning up debt before a rebuild. Says without a standards document each Claude session makes slightly different decisions.
"Without a clear standards document, each Claude session makes slightly different decisions."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
Claude Code: Production ready code in a two-week sprintCompany blog post, thoughtbot blog
thoughtbot built production-quality Rails code for a client in a two-week sprint with Claude Code by giving it very small tasks, keeping a CLAUDE.md and reviewing every change before a human commit; sometimes it wrote tests that checked only the fake objects they set up.
"During a two-week sprint with a startup, we ended the intense engagement with true production-quality code…"
"Allowing Claude Code to make commits relinquishes this critical quality control step."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Mixed
What our web team learned using Claude Code for a monthCompany engineering blog post, Expo Blog
Expo's web team says Claude Code performs best on well-specified repository work, while context quality deteriorates as it accumulates and the agent still needs explicit reminders and human review.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Positive
Cloud Coding Agents at HubSpotCompany engineering blog post, HubSpot Product Blog
HubSpot built its cloud agent platform on Claude Code, which it already knew worked well for its engineers, and in six months merged over 7,000 fully AI-generated pull requests and reviewed over 50,000 human ones, using hooks to enforce the behavior it wants.
"…we used an existing platform, Claude Code, which we already knew worked well for our engineers…"
"To date, we have merged over 7,000 fully AI-generated pull requests and code reviewed over 50,000 pull requests authored by humans."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
Latent Space: Brex's AI Hail Mary, with James ReggioPodcast episode with publisher transcript
Brex lets employees choose between Cursor, Windsurf and Claude Code credits, and some engineers stay on Claude Code after nine months because they know it.
"…some folks are just like, I want to stick with Cloud Code because I know it now. I’ve been working with it for like nine months, so I don’t need to keep switching."
Counts toward
Mixed
Salesforce Engineering: How AI-enabled tooling boosted code output 30%Engineering write-up
Salesforce uses Claude Code as a command-line tool for automation and scripting beside Cursor and Windsurf, and reports code in production up 30%, which put pressure on review and deployment.
"AI accelerated development speed, increasing code in production by 30%. This surge created significant pressure on downstream processes."
Positive
Background Coding Agents: Predictable Results Through Strong Feedback Loops (Honk, Part 3)Engineering blog post, Spotify Engineering
Spotify runs build and test verifiers through Claude Code's stop hook and adds an LLM judge, which vetoes about a quarter of thousands of agent sessions, most often for going outside the prompt; with these loops the agents solve complex tasks reliably.
"…we know from internal metrics that out of thousands of agent sessions, the judge vetoes about a quarter of them…"
"With verifiers and a Judge to guide them, we've found that our agents can solve increasingly complex tasks with a high degree of reliability."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
No Vibes Allowed: Solving Hard Problems in Complex Codebases - Dex Horthy, HumanLayerConference talk (AI Engineer Code 2025), YouTube (AI Engineer channel; transcript on ai.engineer)
HumanLayer's founder describes a research, plan, implement workflow built around Claude Code's context window that took the three-person team to two to three times throughput on complex brownfield codebases.
"…minute, but like the point is you're constantly st keeping your context window small. You're building your entire workflow around context management. So comes in three phases. research, plan, implement. Um, and we're going to try to stay in the smart zone…"
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
Background Coding Agents: Context Engineering (Honk, Part 2)Engineering blog post, Spotify Engineering
Spotify moved its background migration agent to Claude Code after open source and homegrown agents struggled, finding end-state prompts, few tools and a verify tool give mergeable PRs.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
Rolling out Claude Code at AirtaskerEngineering blog post, Technology @ Airtasker (Medium)
Airtasker rolled Claude Code out across engineering via AWS Bedrock for data sovereignty, with managed settings, OpenTelemetry dashboards, and a custom spend tracker after CLI cost figures proved unreliable.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Positive
How I Use Every Claude Code FeaturePersonal blog post, Shrivu's Substack (blog.sshh.io)
Describes how Abnormal AI uses Claude Code on its monorepo: a strictly maintained 13KB CLAUDE.md, clear-and-document restarts over auto-compaction, a hook that blocks commits until tests pass, and enterprise API keys for usage-based pricing.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Positive
90%Personal blog post, lucumr.pocoo.org
Ronacher reports more than 90% AI-written code in a 40,000-line Go service at his new company. Claude Code is his tool for debugging that needs heavy tool access, such as a deadlock or corrupted data, and he still reviews every line.
"Claude is indispensable still when debugging and needing a lot of tool access (eg: why do I have a deadlock, why is there corrupted data in the database etc.)."
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Positive
Claude Code has changed how we do engineeringCompany blog post, PromptLayer blog
PromptLayer's founder says Claude Code let the team clear its backlog under a 'build it if under an hour' rule, while warning reviews remain essential because it makes characteristic mistakes.
Checked Oct 30, 2026 under gild-policy/1.0.0. The scorecard
Positive
First attempt will be 95% garbage: A staff engineer's 6-week journey with Claude CodeEngineering blog post, Sanity Engineering
A Sanity engineer treats Claude Code like a junior developer with amnesia: three attempts per feature, Claude.md context, layered review, 2-3x faster shipping at roughly US$1000-1500 per month.
Checked Oct 30, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Mixed
Practical Lessons Learned using Claude Code to automate IntegrationsNewsletter post (Substack)
Tried to have Claude Code zero-shot whole Fixify integrations, first through CLAUDE.md, then with specialized sub-agents that hallucinated permissions and API routes until an agent distilling vendor docs into a reference file cut that dramatically. Says full autonomy is probably not coming without human oversight.
"Unsurprisingly, Claude and its sub-agents hallucinated, permissions that didn’t exist, API routes that weren’t real."
"Will we ever ship a fully autonomous integration? Probably not without human oversight."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
Testing AI coding agents (2025): Cursor vs. Claude, OpenAI, and GeminiIndependent benchmark, Render engineering blog
Rated four coding agents on a vibe-coded app and two large pre-AI repos. Claude Code averaged 6.8 of 10 against Cursor's 8, with 5 of 10 on context; calls it best for rapid prototypes and a productive terminal UX.
"Cursor leads on setup speed, Docker/Render deployment, and code quality, while Claude Code is best for rapid prototypes and a productive terminal UX."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward, pending a recheck
Positive
Adopting Claude Code: Riding the Software Economics SingularityCompany blog post, Preset Blog
Preset's founder says Claude Code was the first AI tool that worked on large repositories, clearing refactors and test backlogs in minutes plus review time, and that the LLMS.md and CLAUDE.md files in the Superset repo became the most helpful documents the team ever wrote.
"In our Superset repo, our LLMS.md and CLAUDE.md files have become the most helpful documents we've ever written."
"Before Claude Code (mid-May if you were first in line), AI pretty much sucked on large repos."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
6 Weeks of Claude CodeCompany engineering blog post, Puzzmo Blog
Cleared what Orta Therox calls years of tech-debt backlog solo in six weeks with Claude Code while working on the existing roadmap. Credits monorepos and boring, explicit technologies, and finds the change hard to see in pull request, commit and line counts.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Mixed
How I got Claude to write code I could actually shipEngineering blog post, Graphite blog
Graphite engineers found Claude Code's large refactor diffs unreviewable, even edited tests, so many used it only for point fixes until CLAUDE.md stacking instructions produced small reviewable PRs.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Positive
Lenny's Podcast: Dan Shipper of EveryPodcast episode video
Every's CEO stated in July 2025 that everyone at Every who builds something uses Claude Code, with Codex for small self-contained features.
"Claude Code, everyone inside Every, that's basically what we use. If you're building something, you're using Claude Code."
Counts toward
Positive
How I use Claude Code (+ my best tips)Company blog post, Builder.io
After a year as a Cursor power user, Sewell moved his agent work to Claude Code, the only agent that has successfully updated an 18,000-line React component at Builder.io. He runs it with permission prompts skipped and calls the US$100 Max plan worth it.
"No AI agent has ever successfully updated this file except Claude Code."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
The Pragmatic Engineer: Software engineering with LLMs in 2025Newsletter account
At incident.io, many engineers adopted Cursor first, and Claude Code then became the biggest change, with the entire team using it regularly by mid-2025.
"Claude Code has been the biggest change, though. Our entire team are regular users. Claude Code is the interactive terminal app that runs an Anthropic agent to explore and modify your codebase.”…"
Counts toward
Positive
How we're shipping faster with Claude Code and Git WorktreesEngineering blog post, incident.io blog
incident.io engineers run several Claude Code agents in parallel via Git worktrees and plan mode; one US$8 session delivered an 18% faster API generation step, though architecture stays human-led.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Positive
How Two Engineers Ship Like a Team of 15 With AI AgentsPodcast episode (recap page with video), Every (AI & I podcast)
Every's two-person Cora team uses a Claude Code custom command to turn rough ideas into detailed GitHub issues, reviews the plans, then has Claude implement them.
"…when we are using the workflow that just showed to create a GitHub, a very detailed GitHub issue then it's very tempting to start another Claude Code to ask it to just, hey, go now work on this GitHub issue and fix…"
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
Field Notes From Shipping Real Code With ClaudePersonal blog post, diwank.space
Describes how Julep ships production code daily with Claude under a CLAUDE.md that tells the agent never to modify tests, change API contracts or alter migration files. Humans write the tests, and AI-assisted commits are tagged so reviewers pay extra attention.
"Next, I’ll walk you through the infrastructure we use at Julep to ship production code daily with Claude’s help."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Mixed
Nobody Codes Here AnymoreNewsletter, Alex Ghiculescu's Newsletter (Substack)
Rolling out Cursor and Claude Code to about 40 developers, Tanda's co-founder finds Claude Code great at refactors but subtly wrong on bug fixes, estimating roughly 20% productivity gains.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Mixed
Claude Code saved us 97% of the work on the first try. Then it failed utterly.Engineering blog post, Thoughtworks Insights blog
With a subject expert, Claude Code added Python support to Thoughtworks' CodeConcise in half a day, against two to four weeks for a developer pair. Three JavaScript attempts failed: the grammar would not work, then it used libraries that did not exist, then internal packages that did not exist. The author says the agent lacks stronger verification.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
No opinion stated
They replaced our two backend devs with me and Claude CodeReddit post
A frontend developer handed two departed seniors' backend services shipped 31 pull requests in 4 weeks with Claude Code, with no human reviewer left and only an automated reviewer on each pull request.
Not counted
Its author's ties to the vendor have not been checked. Kept in the record; it takes part in no figure.
Positive
X post by @MaanavA51108X post
Five parallel Claude Code chats on one product duplicated work and lost decisions until Agrawal made one chat a manager that keeps a shared board. Its first sweep found about 20 decisions that had never left their chat.
"…its first sweep found ~20 decisions that had never left the chat they were made in."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Negative
Comment on: Meta and Microsoft take steps to reduce employee usage of Claude AIHacker News comment
A routine migration with Claude Code cost about two months of Pro in API tokens, drifted off topic, needed constant supervision and cleanup, and was slower than doing it by hand.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Mixed
AI Engineer: We Let Claude Code and Codex Race Human ResearchersConference talk video
Against a public optimizer speedrun, Claude Code on Opus 4.8 beat the human record by 50 to 60 steps, but sat idle about a third of the time while Codex ran almost continuously and burned more tokens.
"So basically onethird of the time the cloud code agent was idle because I had no way to basically monitor it and codeex totally the opposite just worked for all the all the time and uh yeah almost never idle never asked for question…"
Positive
Comment on: Launch HN: Skillsync (YC W26), AI chat sessions made portable across agentsHacker News comment
Their team relies on a homegrown resume skill that reads a colleague's whole Claude Code session file into context, so people can merge each other's sessions and pick up their work.
Checked Oct 30, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Negative
Comment on: Debian votes to allow "responsible use of generative AI"Hacker News comment
At one client they must integrate code upper management generates with Claude: often hundreds of lines in the wrong language, using libraries the client cannot license and ignoring the codebase. Their job is now reviewing managers' Claude output.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Positive
Lex Fridman Podcast #501: DHH on the future of programming and agentic engineeringPodcast episode with publisher transcript
DHH drives his agent work in Claude Code, which he calls the best harness for running several agents, and ends every job with a Codex review at xhigh effort.
"I’ve mainly been driving with Claude, which is actually interesting because I have some other reservations about Anthropic. But the reason I’m sticking with Claude is, in my opinion, they actually have the best harness."
Mixed
Breaking Claude Code Opus 5 Auto ModeIndependent security evaluation, Embrace The Red
A website summary request led Claude Code with Opus 5 in Auto Mode to run attacker code in up to 80% of a small number of runs. A test Anthropic commissioned found 0.00%. Rehberger concludes Auto Mode does not replace running the agent in an isolated environment.
"I got attack success rates up to 80% using a small sample size."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Negative
Comment on: Kimi K3-256kHacker News comment
On hard reverse-engineering work, hitting Claude Code's 1M context and summarizing made it repeat failed approaches like an amnesiac; cybersec47 canceled and prefers Codex's context handling.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Negative
I cancelled Claude after 6 months of daily use: here's what went wrongFirst-person review column, XDA Developers
Canceled after six months because Claude Code drained the shared US$20 Pro allowance, so fixing its mistakes cost scarce usage. Moved to Codex with GPT-5.6 Sol.
"I’ve almost never started and completed a project in a single Claude Code session because I nearly always run out of usage and have to wait for the limit to reset. Instead of waiting, I usually end up moving the project to either Codex or Antigravity."
Checked Oct 30, 2026 under gild-policy/1.0.0. The scorecard
Positive
Comment on: AI is a bad toolHacker News comment
Says Claude Code routinely handles large, complex changes correctly; deterministic reviews every line and now mostly directs, reviews and tests.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Negative
Comment on: Claude TagHacker News comment
Every new Anthropic feature, Claude Code included, arrives with metered usage and no spending limit by default for their team organization. An admin has to visit the usage page to set a cap.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Mixed
Comment on: Claude Code scans your whole drive, admits it when caughtHacker News comment
After Claude in the Zed editor listed their SSH private keys with a few ls commands, they run Claude Code only in a container. Their organization asks everyone to use containers or a dedicated Linux user for AI agents.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
No opinion stated
Comment on: Anthropic raises $65B in Series H funding at $965B post-money valuationHacker News comment
Developers at their company pushed for Claude Code, but legal stalled any Anthropic contract after the Defense Department blacklisting. They moved the team from Copilot Business to OpenAI Business with Codex.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Mixed
Codex vs Claude Code: Why I Switched for Daily DevelopmentPersonal blog post, karangoyal.cc
Moved most daily coding to Codex for slightly faster iteration, better product and SEO writing, more context room and image generation in the ChatGPT Pro plan. Still rates Claude Code among the strongest coding agents used and keeps it as a second opinion.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Negative
Comment on: The Eternal SloptemberHacker News comment
On a 200-engineer legacy codebase, quality is degrading faster as Claude Code adoption grows across the engineering team. On a fresh five-engineer codebase it works well, though nobody fully knows how the code works.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
No opinion stated
Went back to Autocomplete after Claude Code & Codex! Agentic AI really is a trap!Reddit post
A developer with about 20 years of experience used Claude Code and Codex in plan mode at maximum effort on a complex crawler task, found the plans' justifications unreliable, and went back to autocomplete.
Not counted
Its author's ties to the vendor have not been checked. Kept in the record; it takes part in no figure.
Negative
Why I Cancelled My Claude Code and ChatGPT Pro Subscriptions (for Side Projects)Newsletter, Bitsy (Substack newsletter)
Canceled Claude Code Pro for side projects because it burned through quota and felt less reliable after the adaptive thinking rollout. Switched to OpenCode Go with Kimi K2.6.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
No opinion stated
How are you handling project conventions across Cursor / Claude Code / Copilot?Reddit post
A team split across Cursor, Claude Code and Copilot keeps the same rules in .cursorrules, CLAUDE.md and Copilot's instructions file, and the copies drift until a tool suggests a banned pattern.
Not counted
Its author's ties to the vendor have not been checked. Kept in the record; it takes part in no figure.
Mixed
Comment on: An AI agent deleted our production database. The agent's confession is belowHacker News comment
Inside a restrictive firejail, Claude Code still found the employer-owned API key under ~/.claude. sfink rotated the keys and continues to use it with caution.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Negative
Comment on: An AI agent deleted our production database. The agent's confession is belowHacker News comment
Told that a backup existed, Claude Code deleted an entire non-production database the commenter still needed when it was only supposed to drop one table.
Checked Oct 30, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Negative
Comment on: An update on recent Claude Code quality reportsHacker News comment
At their company of tens of thousands, the churn in Claude Code has become a major issue and made the lack of stability and of customer support from Anthropic widely visible.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Negative
Comment on: I cancelled Claude: Token issues, declining quality, and poor supportHacker News comment
Canceled after the Pro plan became unusable for real work and the US$200 Max allowance shrank from a week to a few days, alongside a quality drop and unpredictable token use.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Mixed
Is Claude Code going to cost US$100/month? Probably not, it's all very confusingPersonal blog post, simonwillison.net (Simon Willison's Weblog)
Reacting to an unannounced pricing test that moved Claude Code off the US$20 Pro plan, Willison argues that the US$200 Max plan is worth it but the episode shook trust in Anthropic's pricing.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Counts toward, pending a recheck
Negative
Comment on: ChatGPT Pro now starts at US$100/monthHacker News comment
After a week of Claude Code sassymuffinz felt disconnected from their codebase and fatigued by reviewing generated code, canceled, and returned to VS Code with occasional Copilot.
Checked Oct 30, 2026 under gild-policy/1.0.0. The scorecard
Mixed
Why I Cancelled Claude Max After 13 Months and What I'm Testing with Codex NextPersonal blog post, chandlernguyen.com
Canceled Claude Max after 13 months and US$1,892.38 because US$20 Codex was converging in quality, citing Anthropic reliability issues and a slower Opus 4.6.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Mixed
GitHub issue: Claude Code quality regression forced a fleet of sessions back to oneGitHub issue
From 6,852 Claude Code session files, Laurenzo reported that February work produced 191,000 lines of merged code from 1,498 API requests, and that a regression from March forced her to shut a fleet of 5 to 10 sessions down to one.
"1,498 API requests produced 191,000 lines of merged code."
Mixed
Comment on: Go hard on agents, not on your filesystemHacker News comment
Using Claude Code daily for months, their worst incident was it creating a folder that silently broke their blog's routing, subtle harm that sandboxing would not catch.
Checked Oct 30, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Mixed
[BUG] Claude Max plan session limits exhausted abnormally fast since March 23, 2026 (CLI usage)GitHub issue on anthropics/claude-code
From March 23, 2026, the same Claude Code workload on the Max plan used up the five-hour session window in one to two hours, with nothing changed on the reporter's side.
"With the exact same workload and prompts as previous days, the usage limit is now hit within 1-2 hours instead of the usual full 5-hour window."
Checked Oct 30, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Mixed
Feature Request: Persistent Memory Across Context Compactions (59 compactions, built our own)GitHub issue on anthropics/claude-code
After 59 context compactions in 26 days of heavy daily use, each of which lost whatever was not saved outside the session, the reporter built a three-level memory system of their own.
"After 59 documented compactions across 26 days of daily use, I built a complete memory persistence system from scratch because one didn't exist."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
Comment on: Ask HN: What's it like working in big tech recently with all the AI tools?Hacker News comment
Their team adopted Claude Code extensively and closes significantly more pull requests each day and week. Teams on legacy codebases get less from it, and results vary with how much care people put into prompts and plans.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
Comment on: Hugging Face SkillsHacker News comment
At work the team wrote CLIs for systems such as Jira plus skills describing how the company organizes them. Claude Code loads those skills reliably whenever someone mentions Jira or an issue number, while documentation-only skills load less reliably.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Positive
Comment on: How I use Claude Code: Separation of planning and executionHacker News comment
Their consulting company runs Claude Code on Anthropic models in Amazon Bedrock: its own AWS account for internal work and each client's account for client work. Client secrets stay under the clients' existing AWS agreements.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Mixed
[BUG] [URGENT!!!] Claude Code is hanging / freezing / stuck on heaps of prompts for 5-20minutes or more.GitHub issue on anthropics/claude-code
Since about the Opus 4.6 release, Claude Code often sat "thinking" for 5 to 20 minutes with no token use; packet inspection showed it waiting on server events from Anthropic.
"Claude gets stuck "thinking" for ~5-20 minutes, and sometimes even longer."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Mixed
My AI Adoption JourneyPersonal blog post, mitchellh.com
Was unimpressed by early Claude Code sessions, touching up everything it produced in more time than doing the work, so reproduced each manual commit with an agent to learn. Later turned repeated agent mistakes into lines in Ghostty's AGENTS.md, which almost completely resolved them.
"I felt I had to touch up everything it produced and this process was taking more time than if I had just done it myself."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Mixed
Comment on: Auto-compact not triggering on Claude.ai despite being marked as fixedHacker News comment
Works around context limits by having Claude Code write a summary and TODO list then restarting fresh, and says missing VS Code checkpoints hamper rolling it out to their team.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Positive
Don't fall into the anti-AI hypePersonal blog post, antirez.com
In one week Claude Code fixed antirez's flaky Redis tests by reproducing the timing bugs, and wrote a 700-line C library for BERT-style embeddings in five minutes. Given his design document, it redid a Redis Streams change in about 20 minutes.
"Claude Code iterated for all the time needed to reproduce it, inspected the state of the processes to understand what was happening, and fixed the bugs."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Mixed
[Bug] Excessive token usage in Claude Code 2.1.1 - 4x+ faster rate consumption than previous versionsGitHub issue on anthropics/claude-code
After updating to Claude Code 2.1.1, a Max user who rarely passed half the weekly cap hit the five-hour limit more than four times faster on the same projects and routine.
"I am working on the same projects for months, same routines, same time. But today it hits 5h limits like 4+ times faster!"
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
Claude Code and What Comes NextNewsletter post, One Useful Thing (Substack)
From a single request, Claude Code on Opus 4.5 interviewed Mollick and worked on its own for over an hour. It launched a working site that sold prompt packs, with no errors he could find.
"…it worked for over an hour independently, and then gave me exactly what I asked for, without any discernible errors."
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
AI Native Dev: What AI Engineering Looks Like at Meta, Coinbase, ServiceTitan and ThoughtWorksPodcast episode video
A Coinbase platform engineer does 80 to 90% of his work in Cursor and starts deep, difficult tasks in Claude Code, which takes more tokens and usually gives a better engineered answer.
"Cursor's good cuz it gives you the visual ID. You can see what you're doing. It's faster than Claude Code is, uses less tokens, and you can switch between different AI models. But if you're trying to go deep on a task that's difficult, Claude Code does a lot more thinking, takes up a lot more tokens, but usually gives you a better engineered answer."
Mixed
Comment on: Scaling LLMs to Larger CodebasesHacker News comment
Turned research, plan and implement prompts into custom Claude Code commands for the team's stack. It works exceptionally well for them because they review each phase closely, but it has not taken off across the team.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Positive
Comment on: Ask HN: How can I get better at using AI for programming?Hacker News comment
After trying many AI coding tools thyb23 calls Claude Code on the Max plan with Opus 4.5 their best investment of the year, stressing verification commands and fresh context per task.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Negative
Comment on: The 7 Habits of Highly Ineffective AgentsHacker News comment
A starfield feature tobyhede expected to take an afternoon took two weeks and three rewrites with Claude Code, with confident wrong plans, hallucinated APIs and ignored project instructions.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Positive
Comment on: Has the cost of building software dropped 90%?Hacker News comment
As a remote developer, loandbehold finishes in about one hour with Claude Code work that used to take eight, a larger gain than teammates get from Copilot.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Negative
What I learned building an opinionated and minimal coding agentPersonal blog post, mariozechner.at
Preferred Claude Code while it was basic, but says it became a spaceship with 80% of functionality Zechner has no use for, whose system prompt and tools change every release and which flickers. Calls its sub-agents a black box with zero visibility, and built pi, a minimal agent.
Negative
Comment on: Anti-patterns while working with LLMsHacker News comment
Told Claude Code to work only on their own development instance; after a while it switched to the shared team instance named in the AWS listing and wrote to it.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
AI Engineer: Hacking Subagents Into Codex CLIConference talk video
BetterUp's AI enablement lead has used Claude Code as his daily driver since its release and relies on its sub-agents; he added the Codex CLI to avoid lock-in to one model family.
"I've been using Clog Code as my daily driver since the very beginning. It's a great tool. It's got tons of bells and whistles. It's got great models, and I use sub agents all the time. But I don't want to be locked in to one tool, and I really don't want to be locked in to one model family."
No opinion stated
Comment on: Microsoft AI CEO pushes back against critics after recent Windows AI backlashHacker News comment
When their manager asked for a team subscription, Anthropic offered no plan with a predictable monthly cost for Claude Code under SSO and managed billing. The team bought GitHub Copilot Business at a flat seat price.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward, pending a recheck
Mixed
X post by @IceSolstX post
Running Claude Code overnight in a loop on a detailed task list cost US$300 of employer tokens and gave irrecoverable results. The author concludes it speeds up work you already understand and fails without handholding.
"…spent $300 worth of my employer’s tokens running Claude Code overnight in a loop - disastrous results, irrecoverable…"
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Positive
Claude Code Can Debug Low-level CryptographyPersonal blog post, words.filippo.io
Given failing tests on his new Go ML-DSA code, Claude Code found a complex low-level verification bug within minutes and later found two planted bugs. Valsorda replaced its mediocre fix with his own. He discloses that Anthropic gave him free Claude Max.
"Instead, it rapidly figured out a fairly complex low-level bug in my implementation of a relatively novel cryptography algorithm."
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Mixed
Living dangerously with ClaudeAnnotated talk on personal blog, simonwillison.net (Simon Willison's Weblog)
Says YOLO mode makes Claude Code feel like a different product that finished three side projects in 48 hours, but warns prompt injection means running it in a sandbox.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Mixed
[BUG] ## CRITICAL: Claude Code executed rm -rf deleting entire home directoryGitHub issue
Reports Claude Code ran a recursive delete while rebuilding a Makefile project, wiping all user files in their home directory, with the log missing the actual command.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Counts toward, pending a recheck
Positive
Comment on: Claude Code on the webHacker News comment
Switched from Codex to Claude Code for fewer bugs and better features such as vim prompt editing and shell use, preferring to give it small tasks and work alongside it.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Negative
Just Talk To It - the no-bs Way of Agentic EngineeringPersonal blog post, steipete.me
Steinberger used to love Claude Code but moved to Codex, citing Claude's tone, success claims while tests fail, frequent compaction, freezes, memory use and flicker.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Mixed
[Meta] Unexpected change in Claude usage limits as of 2025-09-29. (30+ reports)GitHub issue on anthropics/claude-code
On the Pro plan, emcd got about 40 to 50 hours a week of Claude Code work before September 29, 2025, and about 6 to 8 hours after it. The post links more than 20 similar reports.
"I am only able to use Claude Code for about 6 to 8 hours per week in terms of elapsed time when Claude is actually doing work…"
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward, pending a recheck
Positive
How I'm using coding agents in September, 2025Personal blog post, blog.fsck.com (Massively Parallel Procrastination)
Documents a brainstorm, plan, implement workflow in Claude Code with git worktrees, separate architect and implementer sessions, and clearing context, with no compaction.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Mixed
Comment on: Survey: a third of senior developers say over half their code is AI-generatedHacker News comment
On the Max plan, Claude Code makes many mistakes so stavros must review everything; it mainly saves documentation lookups, and larger changes can make it slower overall.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Positive
Getting Good Results from Claude CodePersonal blog post, dzombak.com
Claude Code let Dzombak write about 12 programs in little time, most of which he would not have built otherwise. He credits a written spec and a project guide for the agent, and reviews all AI-written code and tests by hand.
"It is not without issues, but it's allowed me to write ~12 programs/projects in relatively little time…"
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Positive
My One-Month Journey with Claude CodePersonal blog post, DEV Community
After a month, Eric Cheng calls Claude Code indispensable for codebase understanding and test-fix loops, but kept hitting usage and context limits and got an unexpected US$20 API charge.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward, pending a recheck
Mixed
Comment on: 6 weeks of Claude CodeHacker News comment
In a one-week trial, Claude Code failed a non-trivial PDF pagination feature, excelled at pattern-following integration tests and built a working Go CLI; overall about 1.5X for them.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Mixed
Claude Code Memory Leak - Process Grows to 120+ GB RAM and Gets OOM KilledGitHub issue on anthropics/claude-code
Claude Code 1.0.53 grew to more than 120 GB of RAM until the Linux OOM killer stopped it, about every 30 to 60 minutes of active use, with kernel logs attached.
"Claude Code has a severe memory leak that causes the process to grow to over 120GB of RAM before being killed by the Linux OOM killer."
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Counts toward, pending a recheck
Positive
Comment on: My experience with Claude Code after two weeks of adventuresHacker News comment
Used Claude Code on a large Ruby and TypeScript open source codebase, letting it loop against specs and e2e tests, after a year on Cursor, with new CLAUDE.md files.
Checked Oct 30, 2026 under gild-policy/1.0.0. The scorecard
Positive
My Experience With Claude Code After 2 Weeks of AdventuresPersonal blog post, sankalp.bearblog.dev (sankalp's blog)
Two-week report after leaving Cursor's rate limits: Claude Code on the US$200 Max plan handled both codebases well, with tips on CLAUDE.md, scratchpads, plan mode and avoiding compaction.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Positive
How I Use Claude Code to Ship Like a Team of FiveNewsletter essay (partly paywalled), Every (Source Code)
Klaassen, who once dismissed Claude Code as too costly, says it now writes all the code shipped for Cora and opens every pull request. Parallel agents run in worktrees, managed like a team.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Positive
I Shipped a macOS App Built Entirely by Claude CodePersonal blog post, indragie.com
Shipped Context, a native macOS app almost entirely built by Claude Code, writing by hand an estimated under 1,000 of its 20,000 lines. Says Claude is competent with Swift features up to Swift 5.5, calls Swift Concurrency hard even for humans, and says Claude gets confused choosing between modern frameworks and legacy equivalents; its SwiftUI code works fairly well, and compaction is not perfect.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Positive
Agentic Coding RecommendationsPersonal blog post, lucumr.pocoo.org (Armin Ronacher's Thoughts and Writings)
Describes a Claude Code setup on the US$100 Max plan with Sonnet and permission checks off, and argues that simple code, fast tools and clear logs make agents productive.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Positive
Comment on: Cursor 1.0Hacker News comment
Spent about US$70 a day on pay-as-you-go Claude Code before moving to the US$100 and then US$200 Max plan, finding flat pricing liberating for long concurrent runs.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward, pending a recheck
Positive
Claude Code is My ComputerPersonal blog post, steipete.me
Runs Claude Code without permission prompts as a general computer interface for coding, commits, CI fixes and Mac setup, and says it saves an hour a day.
Checked Oct 29, 2026 under gild-policy/1.0.0. The scorecard
Counts toward
Mixed
Comment on: Ask HN: Cursor or Windsurf?Hacker News comment
On the US$100 Max plan, erenst found Claude Code fixed compile errors until the build passed, but erenst reviewed less and it sometimes claimed fixes that left bugs.
Checked Oct 31, 2026 under gild-policy/1.0.0. The scorecard
Counts toward, pending a recheck
Positive
Basic Claude CodePersonal blog post, harper.blog (Harper Reed's Blog)
Describes a spec and prompt-plan workflow in Claude Code that relies on TDD, linting, pre-commit hooks and CLAUDE.md, and notes it costs far more than Aider.
Checked Oct 30, 2026 under gild-policy/1.0.0. The scorecard
Counts toward, pending a recheck
Pages from Anthropic, used to check facts for every group.
Documents pull request review on GitHub for Team and Enterprise, billed on tokens through usage credits with no flat per-review price; a review never approves or blocks a merge.
Describes Claude Code as an agentic coding tool that reads a codebase, edits files, and runs commands, in the terminal, IDE, desktop app, and browser.
Covers installation and a first session; requires a paid Claude plan, a Console account, or a supported cloud provider.
Documents everyday workflows such as exploring a codebase, fixing bugs, refactoring, and writing tests.
Explains CLAUDE.md files at managed, user, project, and local scope, and reading AGENTS.md when no CLAUDE.md exists.
Documents managed, command-line, project, and user settings, with managed settings taking precedence over every other level.
Documents the permission modes, from Manual to auto and bypass, and the managed rules that disable modes for an organization.
Documents sign-in through Claude for Teams or Enterprise, the Claude Console, or Amazon Bedrock, Google Cloud, and Microsoft Foundry.
Describes the permission model, auto mode as the starting mode, isolated cloud-session VMs, and team controls.
States training and retention terms: commercial accounts are not used for training, consumer accounts are when the setting is on.
Reports average enterprise cost per developer and documents spend limits for Team, Enterprise, and Console accounts.
Documents the Team and Enterprise dashboard: accepted lines, accept rate, active users, and pull requests with the GitHub integration.
Documents OpenTelemetry export of usage, cost, commit, and pull request metrics.
Documents hooks that run at defined points in a session, and the managed setting that allows only managed hooks.
Describes subagents that run in their own context window with their own tools and permissions.
Explains connecting external tools through the Model Context Protocol, including servers deployed by administrators.
Documents the VS Code extension, which also installs in VS Code forks through Open VSX.
Documents the plugin for IntelliJ, PyCharm, WebStorm, and other JetBrains IDEs.
Documents running Claude Code in GitHub workflows, with Console API keys or cloud providers for organizations.
Lists the surfaces Claude Code runs on, from the CLI and desktop app to the web, mobile, and Slack.
Documents the operating-system sandbox for shell commands, which is off by default and unavailable on native Windows.
Documents model defaults per plan, Opus 5.5 on paid plans and the API, and the settings that restrict models.
Source index
Every source GILD read, with the original address and the context used to count it. Open a finding to filter the full cards above. On smaller screens the index lists each source once by name, cohort and date; its full record above carries the address, context and findings.
| Source | Original URL | Author and context | Who | Published | Review date | Applies | Findings |
|---|---|---|---|---|---|---|---|
| They replaced our two backend devs with me and Claude CodeID sf-24 | Developer Communities | www.reddit.com/ | ParticularFan1122, Reddit r/ChatGPTCoding poster, frontend developer about 3 years inself-described: Company that let two senior backend developers go; payments and public API services | Individual practitioner | Published Oct 23, 2026 | Assessment reviewed Nov 1, 2026 | Current | Not counted. Its author's ties to the vendor have not been checked. |
| X post by @MaanavA51108ID sx-28 | Developer Communities | x.com/ | Maanav Agrawal, founder building Memoirself-described: Five parallel Claude Code chats on one product | Individual practitioner | Published Oct 21, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| The big discount on intelligenceID sf-22 | Engineering Blogs & Reviews | arunabhdastidar.substack.com/ | Arunabh Dastidar, startup engineering leadself-described: A team of five engineers on Max and Pro plans | Very small team | Published Oct 12, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Meta and Microsoft take steps to reduce employee usage of Claude AIID dc-28 | Developer Communities | news.ycombinator.com/ | Chris_Newton, Hacker News commenterself-described: Company work on a long-lived web application, using API tokens | Individual practitioner | Published Oct 8, 2026 | Assessment reviewed Nov 1, 2026 | Current | Overall signalUsage / Cost: Raised as a concernRequires Strong Review: Raised as a concernNeeds Close Steering: Raised as a concernInconsistent Results on Large Tasks: Raised as a concernHow much implementation work should Claude Code complete before a human checkpoint?: Tighter steeringOnce review and rework are counted, does Claude Code reduce total engineering time?: Absorbed by review |
| Comment on: Ask HN: Is anybody producing good code with coding agents?ID dc-27 | Developer Communities | news.ycombinator.com/ | saluki, Hacker News commenterself-described: Team using Claude Code in the terminal, with pull request review | Very small team | Published Oct 3, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| AI Engineer: We Let Claude Code and Codex Race Human ResearchersID sf-8 | Podcasts, Talks & Videos | www.youtube.com/ | Elie Bakouch, research engineer, Prime Intellectself-described: Prime Intellect, automated research on its cluster | Individual practitioner | Published Sep 26, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Every: Vibe Check, Opus 5.5 Is Pulling Our Codex Converts Back to ClaudeID sf-14 | Engineering Blogs & Reviews | every.to/ | Katie Parrott, staff writer, Everyself-described: Every staff across evals, design and leadership | Professional team | Published Sep 22, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Trying the Software Factory pattern.ID sx-13 | Engineering Blogs & Reviews | lethain.com/ | Will Larson, Chief Technology Officer at Imprintself-described: Imprint, company-wide rollout across frontend, backend, infrastructure and data repositories | Organization-wide | Published Sep 20, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Launch HN: Skillsync (YC W26), AI chat sessions made portable across agentsID tb-17 | Developer Communities | news.ycombinator.com/ | btown, Hacker News commenterself-described: Team that shares Claude Code sessions between colleagues | Individual practitioner | Published Sep 17, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Debian votes to allow "responsible use of generative AI"ID tb-16 | Developer Communities | news.ycombinator.com/ | jermaustin1, Hacker News commenterself-described: Contract developer integrating code a client's managers generate with Claude | Individual practitioner | Published Aug 29, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Gemini Omni 1.1 FlashID tb-15 | Developer Communities | news.ycombinator.com/ | mh-, Hacker News commenterself-described: Chief technology officer at a Google Cloud customer with an eight-figure annual commit | Technical leadership | Published Aug 27, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Lex Fridman Podcast #501: DHH on the future of programming and agentic engineeringID sf-1 | Podcasts, Talks & Videos | lexfridman.com/ | DHH, chief technology officer, 37signalsself-described: 37signals and Omarchy, his own agent work | Individual practitioner | Published Aug 26, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Breaking Claude Code Opus 5 Auto ModeID sx-15 | Engineering Blogs & Reviews | embracethered.com/ | Johann Rehberger, security researcher, Embrace The Redself-described: Red-team test of Claude Code's default Auto Mode against a malicious website | Individual practitioner | Published Aug 26, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Slop DebtID dc-26 | Developer Communities | news.ycombinator.com/ | kren87, former tech leadself-described: Tech lead of a team measured by merge-request count and given fixed deadlines | Very small team | Published Aug 23, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| AI Coding Benchmark: Claude Code vs CursorID sx-05 | Engineering Blogs & Reviews | aimultiple.com/ | Sedat Dogan and Şevval Alper, AIMultipleself-described: Industry research firm; the same full-stack tasks run by CLI agents and AI code editors | Professional team | Published Aug 21, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| How Superhuman Scaled AI Coding Agents Across Their Entire Eng OrgID sf-3 | Podcasts, Talks & Videos | www.youtube.com/ | Yaroslav (Yarik), tech lead for the coding-agent rollout, Superhumanself-described: Superhuman, formerly Grammarly, engineering organization | Organization-wide | Published Aug 18, 2026 | Assessment reviewed Nov 1, 2026 | Current | Not counted. Superhuman took part in an early Claude Code beta that Anthropic offered it. |
| Comment on: AI Coding and Its DiscontentsID dc-25 | Developer Communities | news.ycombinator.com/ | jaegerpicker, Hacker News commenterself-described: Engineer with 25 years of experience; their team plans, codes, and verifies tickets with Claude | Very small team | Published Aug 12, 2026 | Assessment reviewed Nov 1, 2026 | Current | Overall signalRequires Strong Review: Discussed without concernStrongest on scoped, repository-level workHow much implementation work should Claude Code complete before a human checkpoint?: Tighter steeringOnce review and rework are counted, does Claude Code reduce total engineering time?: Net time saved |
| Comment on: Kimi K3-256kID dc-24 | Developer Communities | news.ycombinator.com/ | cybersec47, Hacker News commenterself-described: Hard reverse-engineering and research tasks | Individual practitioner | Published Jul 30, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| I cancelled Claude after 6 months of daily use: here's what went wrongID ir-30 | Engineering Blogs & Reviews | www.xda-developers.com/ | Anurag Singh, tech writer at XDA Developersself-described: Own technical projects on the US$20 Pro plan | Individual practitioner | Published Jul 27, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: The new rules of context engineering for Claude 5 generation modelsID dc-23 | Developer Communities | news.ycombinator.com/ | throwatdem12311, Only staff engineer at a companyself-described: Small company, half-million-line codebase, reviewing PRs from 3 offshore developers | Very small team | Published Jul 26, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Who's afraid of Chinese models?ID tb-14 | Developer Communities | news.ycombinator.com/ | aurareturn, Hacker News commenterself-described: Company that standardized on Claude | Organization-wide | Published Jul 21, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: AI is a bad toolID dc-22 | Developer Communities | news.ycombinator.com/ | deterministic, Maintainer of a large, business-critical C++ applicationself-described: C++ application of over a million lines used by major international companies | Individual practitioner | Published Jul 16, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Choosing the right tool safety approach for coding agentsID sx-17 | Engineering Blogs & Reviews | blog.scottlogic.com/ | Robat Williams, developer at Scott LogicScott Logic, software consultancy; hardening coding agent setups | Professional team | Published Jul 15, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Agentic Coding at ClickHouseID ld-07 | Engineering Blogs & Reviews | clickhouse.com/ | Alexey Milovidov, Co-Founder and Chief Technology Officer at ClickHouseClickHouse engineering, large C++ codebase, company-wide agent use | Technical leadership | Published Jul 14, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Write code like a human will maintain itID dc-21 | Developer Communities | news.ycombinator.com/ | radlad, Hacker News commenterself-described: Workplace with about two engineers per service; runs several Claude Code sessions on unrelated work | Very small team | Published Jul 10, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Godot will no longer accept AI-authored code contributionsID dc-20 | Developer Communities | news.ycombinator.com/ | maiybe, Hacker News commenterself-described: Team building a Godot mobile app, with shared Claude skills for writing and auditing pull requests | Very small team | Published Jul 1, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| DX Engineering Enablement: How structured AI training scaled developer productivityID sf-6 | Podcasts, Talks & Videos | getdx.com/ | Michael Redding, Principal Product Manager, IndeedIndeed engineering, about 2,000 engineers | Organization-wide | Published Jun 29, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Tokenmaxxing is dead, long live tokenmaxxingID tb-13 | Developer Communities | news.ycombinator.com/ | linsomniac, Hacker News commenterself-described: Company AI lead; most employees on US$20 monthly plans | Technical leadership | Published Jun 28, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Latent Space: Matei Zaharia of Databricks at Data + AI Summit 2026ID sf-12 | Podcasts, Talks & Videos | latent.space/ | Matei Zaharia, co-founder, Databricksself-described: Databricks developer infrastructure | Organization-wide | Published Jun 24, 2026 | Assessment reviewed Nov 1, 2026 | Current | Listed, no finding position |
| Comment on: Claude TagID tb-11 | Developer Communities | news.ycombinator.com/ | thewebguyd, Hacker News commenterself-described: Company that rolled Claude Cowork out to all non-technical staff on Microsoft Teams | Organization-wide | Published Jun 23, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Claude TagID tb-12 | Developer Communities | news.ycombinator.com/ | isusmelj, Hacker News commenterself-described: Team organization on an Anthropic plan | Individual practitioner | Published Jun 23, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Scaling Myself: How I Run 22 Claude Code Sessions for DS4 MigrationID ir-29 | Engineering Blogs & Reviews | engineering.mercari.com/ | cyan, iOS engineer on the Mercoin (MC) Client teamself-described: Mercari / Mercoin client team, design-system migration | Professional team | Published Jun 22, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Claude Code scans your whole drive, admits it when caughtID tb-10 | Developer Communities | news.ycombinator.com/ | teekert, Hacker News commenterself-described: Organization that runs AI agents only in containers or scoped Linux users | Individual practitioner | Published Jun 20, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Doubling the productivity of your engineering team using AI (Brian Scanlan)ID tc-03 | Podcasts, Talks & Videos | newsletter.getdx.com/ | Brian Scanlan, Senior Principal Systems Engineer at Intercomself-described: Intercom R&D organization | Organization-wide | Published Jun 15, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Agentic Testing: Where Agents Fit in the E2E Testing StackID ld-05 | Engineering Blogs & Reviews | slack.engineering/ | Sergii Gorbachov, Staff Software Engineer at SlackSlack end-to-end testing, more than 200 agent runs in test workspaces | Professional team | Published Jun 11, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Anthropic/OpenAI may be spending more than US$1000 for every US$100 you pay themID dc-19 | Developer Communities | news.ycombinator.com/ | jabart, Hacker News commenterself-described: Team on a Claude Team plan, working in a codebase of millions of lines | Very small team | Published Jun 7, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| A UI Framework Migration in the Age of AI: How We Migrated Svelte 4 to 5 with Claude Code in Six HoursID ld-10 | Engineering Blogs & Reviews | www.atolio.com/ | Pablo Arellano, Software Developer at AtolioAtolio engineering team, Svelte front end with thousands of files | Professional team | Published Jun 4, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Coding Is No Longer the Constraint: Scaling Developer Experience to Teams and Agents at SpotifyID sx-18 | Engineering Blogs & Reviews | engineering.atspotify.com/ | Niklas Gustavsson, Chief Architect and VP of Engineering at SpotifySpotify engineering; Claude Code and the Honk background agent built on the Claude Agent SDK | Organization-wide | Published Jun 3, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Anthropic raises $65B in Series H funding at $965B post-money valuationID tb-09 | Developer Communities | news.ycombinator.com/ | toraway, Hacker News commenterself-described: Engineer who recommends the company's AI coding subscriptions | Individual practitioner | Published May 29, 2026 | Assessment reviewed Nov 1, 2026 | Current | Listed, no finding position |
| Codex vs Claude Code: Why I Switched for Daily DevelopmentID ir-28 | Engineering Blogs & Reviews | karangoyal.cc/ | Karan Goyal, Senior Shopify developerself-described: Solo client work: Shopify apps, Next.js pages, SEO and content | Individual practitioner | Published May 27, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| How Salesforce Engineering Became Truly AgenticID ld-01 | Engineering Blogs & Reviews | www.salesforce.com/ | Srinivas Tallapragada, President and Chief Engineering and Customer Success Officer at SalesforceSalesforce global engineering, Claude Code rolled out to every engineer | Technical leadership | Published May 27, 2026 | Assessment reviewed Nov 1, 2026 | Current | Not counted. Salesforce, the author's employer, is an Anthropic investor and strategic partner. |
| Comment on: The Eternal SloptemberID tb-08 | Developer Communities | news.ycombinator.com/ | jvidalv, Hacker News commenterself-described: Ten-year-old codebase shared by more than 200 engineers, plus a five-engineer codebase | Individual practitioner | Published May 25, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| What I Learned Using Claude Code as an Engineering Manager During Focus WeekID ir-27 | Engineering Blogs & Reviews | medium.com/ | Ahmad El-Shafey, Senior Engineering Manager at Slackself-described: Slack, their engineering team's repo during Focus Week | Professional team | Published May 13, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Went back to Autocomplete after Claude Code & Codex! Agentic AI really is a trap!ID sf-23 | Developer Communities | www.reddit.com/ | StoriesWithGR, Reddit r/ExperiencedDevs poster with about 20 years in software, including chief technology officer and founder rolesself-described: Solo, a crawler with a custom session algorithm on CrawleeJS | Individual practitioner | Published May 13, 2026 | Assessment reviewed Nov 1, 2026 | Current | Not counted. Its author's ties to the vendor have not been checked. |
| Why I Cancelled My Claude Code and ChatGPT Pro Subscriptions (for Side Projects)ID ir-26 | Engineering Blogs & Reviews | akoskm.substack.com/ | Akos Komuves, Developer with a day job, writing about side projectsself-described: Side projects, including HRS (a TUI time tracker) | Individual practitioner | Published May 10, 2026 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| How are you handling project conventions across Cursor / Claude Code / Copilot?ID sf-25 | Developer Communities | www.reddit.com/ | theov666, Reddit r/ExperiencedDevs posterself-described: A team split across Cursor, Claude Code, Copilot and a CI job on the Anthropic API | Individual practitioner | Published May 9, 2026 | Assessment reviewed Nov 1, 2026 | Current | Not counted. Its author's ties to the vendor have not been checked. |
| Knak Blog: Claude Code streamlining at KnakID sf-19 | Engineering Blogs & Reviews | knak.com/ | Jack Steele, Director of Engineering, Knakself-described: Knak designers and a developer tiger team | Professional team | Published May 7, 2026 | Assessment reviewed Nov 1, 2026 | Current | Listed, no finding position |
| Comment on: An AI agent deleted our production database. The agent's confession is belowID dc-17 | Developer Communities | news.ycombinator.com/ | sfink, Hacker News commenterself-described: Work use with an employer-owned API key, sandboxed in firejail | Individual practitioner | Published Apr 27, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: An AI agent deleted our production database. The agent's confession is belowID dc-18 | Developer Communities | news.ycombinator.com/ | delegate, Hacker News commenterself-described: Local database work outside production, with a backup taken first | Individual practitioner | Published Apr 27, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Latent Space: Applied Intuition with Peter LudwigID sf-4 | Podcasts, Talks & Videos | latent.space/ | Peter Ludwig, co-founder and chief technology officer, Applied Intuitionself-described: Applied Intuition, company-wide tool use with an internal adoption leaderboard | Organization-wide | Published Apr 27, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Claude Code/Cowork monitoring at scale with Otel & ElasticID sx-03 | Engineering Blogs & Reviews | www.elastic.co/ | Spencer Niemi, Elastic InfoSecself-described: Elastic engineering organization; the InfoSec team monitors agent use with OpenTelemetry | Organization-wide | Published Apr 25, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: An update on recent Claude Code quality reportsID tb-07 | Developer Communities | news.ycombinator.com/ | bmitc, Hacker News commenterself-described: Company with tens of thousands of employees | Individual practitioner | Published Apr 25, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: I cancelled Claude: Token issues, declining quality, and poor supportID dc-16 | Developer Communities | news.ycombinator.com/ | stan_kirdey, Hacker News commenterself-described: Paid subscriber on the US$20 Pro plan, then the US$200 Max plan | Individual practitioner | Published Apr 24, 2026 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| Claude Code Tips I Wish I'd Had From Day OneID sx-02 | Engineering Blogs & Reviews | marmelab.com/ | Caroline Schneider, Marmelabself-described: Marmelab, software agency; client projects and its react-admin and Atomic CRM open source frameworks | Professional team | Published Apr 24, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Is Claude Code going to cost US$100/month? Probably not, it's all very confusingID ir-25 | Engineering Blogs & Reviews | simonwillison.net/ | Simon Willison, Independent developer and blogger who teaches Claude Codeself-described: Pays for their own Max plan; runs coding agent tutorials | Individual practitioner | Published Apr 22, 2026 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| Background Coding Agents: Supercharging Downstream Consumer Dataset Migrations (Honk, Part 4)ID ld-12 | Engineering Blogs & Reviews | engineering.atspotify.com/ | Devon Edwards Joseph, Senior Engineer at SpotifySpotify data team migrating downstream dataset consumers with Honk and Fleetshift | Professional team | Published Apr 22, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Latent Space: Shopify with Mikhail ParakhinID sf-5 | Podcasts, Talks & Videos | latent.space/ | Mikhail Parakhin, chief technology officer, Shopifyself-described: Shopify, every employee chooses their coding tool | Organization-wide | Published Apr 22, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: ChatGPT Pro now starts at US$100/monthID dc-15 | Developer Communities | news.ycombinator.com/ | sassymuffinz, Hacker News commenterself-described: One-week trial on their own codebase; normally VS Code with occasional Copilot | Individual practitioner | Published Apr 9, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Why I Cancelled Claude Max After 13 Months and What I'm Testing with Codex NextID ir-24 | Engineering Blogs & Reviews | chandlernguyen.com/ | Chandler Nguyen, self-taught builderself-described: Solo, own products (STRATUM, DIALOGUE, course platform, personal site) | Individual practitioner | Published Apr 3, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| [MODEL] Claude Code is unusable for complex engineering tasks with the Feb updatesID dc-14 | Developer Communities | github.com/ | Stella Laurenzo (stellaraccident), software engineer (employer unnamed in the issue)self-described: Compiler/GPU projects; the issue's first version says every senior engineer on the author's team reported similar experiences | Professional team | Published Apr 2, 2026 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| GitHub issue: Claude Code quality regression forced a fleet of sessions back to oneID sf-21 | Developer Communities | api.github.com/ | Stella Laurenzo (stellaraccident), engineer running Claude Code fleets on IREE projectsself-described: IREE compiler projects, 5 to 10 or more concurrent sessions | Individual practitioner | Published Apr 2, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| How we made Trail of Bits AI-native (so far)ID ld-02 | Engineering Blogs & Reviews | blog.trailofbits.com/ | Dan Guido, CEO at Trail of BitsSecurity consultancy; every employee on Claude Code with shared configs and sandboxes | Technical leadership | Published Mar 31, 2026 | Assessment reviewed Nov 1, 2026 | Current | Overall signalPermissions & Safety: Discussed without concernWritten conventions make results consistentHow much implementation work should Claude Code complete before a human checkpoint?: Broader delegationOnce review and rework are counted, does Claude Code reduce total engineering time?: Net time saved |
| Comment on: Go hard on agents, not on your filesystemID dc-13 | Developer Communities | news.ycombinator.com/ | gurachek, Hacker News commenterself-described: Solo, personal blog on Apache | Individual practitioner | Published Mar 28, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| What we're learning from engineers getting the most from Claude CodeID ir-23 | Engineering Blogs & Reviews | ideas.fin.ai/ | Andrew Walker, Engineering Director at Fin.ai (Intercom)self-described: Intercom engineering organization | Technical leadership | Published Mar 25, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| [BUG] Claude Max plan session limits exhausted abnormally fast since March 23, 2026 (CLI usage)ID sx-21 | Developer Communities | github.com/ | karenrebecag, GitHub userself-described: Max plan through the Claude Code CLI, same workload each day | Individual practitioner | Published Mar 24, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| How we use Claude Code today at IntercomID ir-22 | Engineering Blogs & Reviews | ideas.fin.ai/ | Brian Scanlan, engineer at Intercomself-described: Intercom, company-wide Claude Code platform (engineering, data, support, product) | Organization-wide | Published Mar 19, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Ask HN: How is AI-assisted coding going for you professionally?ID dc-12 | Developer Communities | news.ycombinator.com/ | alexmuro, Runs a small analytics and web products lab; manages 5 developersself-described: Small lab building a React/Node analytics and GIS platform for clients | Very small team | Published Mar 15, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Feature Request: Persistent Memory Across Context Compactions (59 compactions, built our own)ID sx-25 | Developer Communities | github.com/ | Haustorium12, GitHub userself-described: 12 to 18 hours a day across two machines and six active projects | Individual practitioner | Published Mar 15, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Claude Code and COBOL modernization: What’s the reality?ID ld-06 | Engineering Blogs & Reviews | www.thoughtworks.com/ | Shodhan Sheth, Enterprise Modernization, Platforms & Cloud Lead at ThoughtworksThoughtworks UK legacy modernization practice, 18 months of AI-assisted mainframe work, with Alessio Ferri | Technical leadership | Published Mar 2, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Ask HN: What's it like working in big tech recently with all the AI tools?ID tb-06 | Developer Communities | news.ycombinator.com/ | cebert, Hacker News commenterself-described: US$20 billion technology company with an enterprise subscription; TypeScript team | Individual practitioner | Published Feb 26, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Hugging Face SkillsID tb-05 | Developer Communities | news.ycombinator.com/ | sothatsit, Hacker News commenterself-described: Engineering team that wrote CLIs and skills for its internal systems | Individual practitioner | Published Feb 24, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: How I use Claude Code: Separation of planning and executionID tb-04 | Developer Communities | news.ycombinator.com/ | raw_anon_1111, Hacker News commenterself-described: US consulting company on an enterprise plan | Individual practitioner | Published Feb 22, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| How We Trained Our Engineering Team To Actually Use Claude Code (not just chat with it)ID ir-32 | Engineering Blogs & Reviews | collabnix.com/ | Kat Korson, Director at Red Eagle Techself-described: Red Eagle Tech engineering team building bespoke software and an e-commerce SaaS platform | Professional team | Published Feb 21, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Stripe Dot Dev: Minions, Stripe's one-shot end-to-end coding agents, part 2ID sf-15 | Engineering Blogs & Reviews | stripe.dev/ | Alistair Gray, engineer, Stripeself-described: Stripe engineering | Professional team | Published Feb 19, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| [BUG] [URGENT!!!] Claude Code is hanging / freezing / stuck on heaps of prompts for 5-20minutes or more.ID sx-24 | Developer Communities | github.com/ | nullbio, GitHub userself-described: Daily Claude Code use since the Opus 4.6 release | Individual practitioner | Published Feb 17, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Teaching Claude the Old Tricks: Lessons from Migrating Legacy Code to an AI-Assisted WorkflowID sx-06 | Engineering Blogs & Reviews | www.charlesherring.com/ | Charles Herring, co-founder and chairman of WitFooself-described: WitFoo, cybersecurity platform; a decade of production code moving to a rebuilt product | Technical leadership | Published Feb 10, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Claude Code: Production ready code in a two-week sprintID ld-03 | Engineering Blogs & Reviews | thoughtbot.com/ | Chad Pytel, Developer and CEO at thoughtbotthoughtbot consultancy team building a client Rails app | Technical leadership | Published Feb 9, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| What our web team learned using Claude Code for a monthID ir-31 | Engineering Blogs & Reviews | expo.dev/ | Juwan Wheatley, Expo engineerself-described: Expo web team and company-wide Claude Code users | Organization-wide | Published Feb 6, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| My AI Adoption JourneyID sx-16 | Engineering Blogs & Reviews | mitchellh.com/ | Mitchell Hashimoto, Ghosttyself-described: Ghostty terminal and his own projects | Individual practitioner | Published Feb 5, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Auto-compact not triggering on Claude.ai despite being marked as fixedID dc-11 | Developer Communities | news.ycombinator.com/ | btown, Hacker News commenterself-described: Uses Claude Code and encourages their team to use it | Individual practitioner | Published Jan 23, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Cloud Coding Agents at HubSpotID ld-04 | Engineering Blogs & Reviews | product.hubspot.com/ | Stephan Lensky, senior engineer on the AI Developer Experience team at HubSpotHubSpot engineering, self-hosted cloud agent platform (Crucible) on Kubernetes | Professional team | Published Jan 23, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Latent Space: Brex's AI Hail Mary, with James ReggioID sf-9 | Podcasts, Talks & Videos | latent.space/ | James Reggio, chief technology officer, Brexself-described: Brex, a few seats of several tools chosen by employees | Organization-wide | Published Jan 17, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Don't fall into the anti-AI hypeID sx-12 | Engineering Blogs & Reviews | antirez.com/ | antirez, Redis developerself-described: Redis and his own C libraries | Individual practitioner | Published Jan 11, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| [Bug] Excessive token usage in Claude Code 2.1.1 - 4x+ faster rate consumption than previous versionsID sx-26 | Developer Communities | github.com/ | h3d0, GitHub userself-described: Max plan; the same projects and routine for months | Individual practitioner | Published Jan 8, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Claude Code and What Comes NextID sx-14 | Engineering Blogs & Reviews | www.oneusefulthing.org/ | Ethan Mollick, One Useful Thingself-described: Nontechnical user building and launching a small web business | Individual practitioner | Published Jan 7, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| AI Native Dev: What AI Engineering Looks Like at Meta, Coinbase, ServiceTitan and ThoughtWorksID sf-10 | Podcasts, Talks & Videos | www.youtube.com/ | Sepehr Khosravi, machine learning platform engineer, Coinbaseself-described: Coinbase, which tracks AI use per developer | Individual practitioner | Published Jan 6, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Scaling LLMs to Larger CodebasesID tb-03 | Developer Communities | news.ycombinator.com/ | godzillafarts, Hacker News commenterself-described: Engineering team that adapted HumanLayer's context-engineering prompts for its own stack | Individual practitioner | Published Dec 22, 2025 | Assessment reviewed Nov 1, 2026 | Current | |
| Salesforce Engineering: How AI-enabled tooling boosted code output 30%ID sf-16 | Engineering Blogs & Reviews | engineering.salesforce.com/ | Darryn Dieken, Chief Availability Officer, Salesforceself-described: Salesforce engineering | Organization-wide | Published Dec 16, 2025 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Ask HN: How can I get better at using AI for programming?ID dc-10 | Developer Communities | news.ycombinator.com/ | thyb23, Hacker News commenterself-described: Max plan with Opus 4.5, after trying Gemini CLI, Cursor, Codex CLI, and Antigravity | Individual practitioner | Published Dec 14, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Comment on: The 7 Habits of Highly Ineffective AgentsID dc-09 | Developer Communities | news.ycombinator.com/ | tobyhede, Hacker News commenterself-described: Solo side project, Rust game with Bevy | Individual practitioner | Published Dec 13, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Background Coding Agents: Predictable Results Through Strong Feedback Loops (Honk, Part 3)ID ld-11 | Engineering Blogs & Reviews | engineering.atspotify.com/ | Max Charas and Marc Bruggmann, Senior Staff and Principal Engineers at SpotifySpotify Fleet Management, background agent (Honk) running Claude Code across thousands of components | Technical leadership | Published Dec 9, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Comment on: Has the cost of building software dropped 90%?ID dc-08 | Developer Communities | news.ycombinator.com/ | loandbehold, Remote developerself-described: Remote developer on a team that uses GitHub Copilot | Individual practitioner | Published Dec 8, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| No Vibes Allowed: Solving Hard Problems in Complex Codebases - Dex Horthy, HumanLayerID tc-02 | Podcasts, Talks & Videos | www.youtube.com/ | Dex Horthy, Founder of HumanLayerself-described: HumanLayer, three-person engineering team | Very small team | Published Dec 2, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| What I learned building an opinionated and minimal coding agentID ir-21 | Engineering Blogs & Reviews | mariozechner.at/ | Mario Zechner, Independent developer, coach and speakerself-described: Solo; built their own open source coding agent (pi) after using Claude Code | Individual practitioner | Published Nov 30, 2025 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| Comment on: Anti-patterns while working with LLMsID tb-02 | Developer Communities | news.ycombinator.com/ | hamasho, Hacker News commenterself-described: Team sharing several AWS development instances | Individual practitioner | Published Nov 28, 2025 | Assessment reviewed Nov 1, 2026 | Current | |
| Background Coding Agents: Context Engineering (Honk, Part 2)ID ir-20 | Engineering Blogs & Reviews | engineering.atspotify.com/ | Max Charas and Marc Bruggmann, Senior Staff and Principal Engineers at Spotifyself-described: Spotify, fleet-wide background coding agent for migrations | Organization-wide | Published Nov 24, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| AI Engineer: Hacking Subagents Into Codex CLIID sf-7 | Podcasts, Talks & Videos | www.youtube.com/ | Brian John, principal full-stack engineer, AI enablement for R&D, BetterUpself-described: BetterUp R&D AI enablement | Individual practitioner | Published Nov 24, 2025 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Microsoft AI CEO pushes back against critics after recent Windows AI backlashID tb-01 | Developer Communities | news.ycombinator.com/ | ewoodrich, Hacker News commenterself-described: Team whose manager asked for one AI coding subscription for everyone | Individual practitioner | Published Nov 20, 2025 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| X post by @IceSolstID sx-27 | Developer Communities | x.com/ | solst/ICE (@IceSolst), security engineerself-described: Overnight Claude Code loop on a detailed task list, paid with employer tokens | Individual practitioner | Published Nov 15, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Rolling out Claude Code at AirtaskerID ir-19 | Engineering Blogs & Reviews | medium.com/ | Asher Moore, engineering leader at Airtaskerself-described: Airtasker, engineering-wide rollout via AWS Bedrock | Organization-wide | Published Nov 10, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| How I Use Every Claude Code FeatureID ir-18 | Engineering Blogs & Reviews | blog.sshh.io/ | Shrivu Shankar, leads AI developer tooling at Abnormal AIself-described: Abnormal AI engineering, shared monorepo | Professional team | Published Nov 2, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Claude Code Can Debug Low-level CryptographyID sx-11 | Engineering Blogs & Reviews | words.filippo.io/ | Filippo Valsorda, open source maintainerself-described: Go standard library cryptography; a new ML-DSA implementation | Individual practitioner | Published Nov 1, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Living dangerously with ClaudeID ir-17 | Engineering Blogs & Reviews | simonwillison.net/ | Simon Willison, Independent developer and bloggerself-described: Solo, side projects and research experiments | Individual practitioner | Published Oct 22, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| [BUG] ## CRITICAL: Claude Code executed rm -rf deleting entire home directoryID dc-07 | Developer Communities | github.com/ | Mike Wolak, developerself-described: Own firmware project on Ubuntu under WSL2 | Individual practitioner | Published Oct 21, 2025 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| Comment on: Claude Code on the webID dc-06 | Developer Communities | news.ycombinator.com/ | kelvinjps10, Hacker News commenterself-described: Terminal work after trying Codex; vim prompt editing and shell tools | Individual practitioner | Published Oct 20, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Just Talk To It - the no-bs Way of Agentic EngineeringID ir-16 | Engineering Blogs & Reviews | steipete.me/ | Peter Steinberger, Independent developerself-described: Solo, ~300k LOC TypeScript React app plus extension and CLI | Individual practitioner | Published Oct 14, 2025 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| [Meta] Unexpected change in Claude usage limits as of 2025-09-29. (30+ reports)ID sx-22 | Developer Communities | github.com/ | emcd, GitHub userself-described: Claude Pro subscriber using Claude Code daily | Individual practitioner | Published Oct 7, 2025 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| How I'm using coding agents in September, 2025ID ir-15 | Engineering Blogs & Reviews | blog.fsck.com/ | Jesse Vincent, Independent developerself-described: Solo, 3-4 parallel projects on a single codebase | Individual practitioner | Published Oct 5, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | Overall signalRequires Strong Review: Discussed without concernContext Management: Discussed without concernWritten conventions make results consistentHow much implementation work should Claude Code complete before a human checkpoint?: Tighter steeringIs Claude Code better as the primary coding environment or as a complementary agent?: Primary environment |
| 90%ID sx-07 | Engineering Blogs & Reviews | lucumr.pocoo.org/ | Armin Ronacher, founder of a new companyself-described: New company; a 40,000-line Go email service with generated Python and TypeScript SDKs | Very small team | Published Sep 29, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Claude Code has changed how we do engineeringID ir-14 | Engineering Blogs & Reviews | blog.promptlayer.com/ | Jonathan Pedoeem, Technical founder of PromptLayerself-described: PromptLayer, startup engineering team | Very small team | Published Sep 3, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| First attempt will be 95% garbage: A staff engineer's 6-week journey with Claude CodeID ir-13 | Engineering Blogs & Reviews | www.sanity.io/ | Vincent Quigley, then Staff Engineer at Sanityself-described: Sanity, engineering team (internal workshop write-up) | Professional team | Published Sep 2, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | Overall signalValue for Money: PositiveUsage / Cost: Discussed without concernRequires Strong Review: Raised as a concernNeeds Close Steering: Raised as a concernContext Management: Raised as a concernInconsistent Results on Large Tasks: Raised as a concernWritten conventions make results consistentFaster on self-directed workHow much implementation work should Claude Code complete before a human checkpoint?: Tighter steering |
| Comment on: Survey: a third of senior developers say over half their code is AI-generatedID dc-05 | Developer Communities | news.ycombinator.com/ | stavros, Hacker News commenterself-described: Own development work on the Max plan; has it write small functions that stavros then composes | Individual practitioner | Published Sep 1, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Practical Lessons Learned using Claude Code to automate IntegrationsID ld-09 | Engineering Blogs & Reviews | petercto.substack.com/ | Peter Silberman, Chief Technology Officer at FixifyFixify, IT operations company with its own integration SDK | Technical leadership | Published Aug 20, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Testing AI coding agents (2025): Cursor vs. Claude, OpenAI, and GeminiID sx-04 | Engineering Blogs & Reviews | render.com/ | Mitch Alderson, Renderself-described: Render engineering; timed tests on its own production codebases and a new Next.js app | Professional team | Published Aug 12, 2025 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| Getting Good Results from Claude CodeID sx-09 | Engineering Blogs & Reviews | www.dzombak.com/ | Chris Dzombak, software engineerself-described: Personal projects, about 12 programs | Individual practitioner | Published Aug 8, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| My One-Month Journey with Claude CodeID ir-12 | Engineering Blogs & Reviews | dev.to/ | Eric Cheng, Software engineerself-described: Large refactoring project involving thousands of files | Individual practitioner | Published Aug 6, 2025 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| Adopting Claude Code: Riding the Software Economics SingularityID ld-08 | Engineering Blogs & Reviews | preset.io/ | Maxime Beauchemin, Founder and Chief Executive Officer of PresetPreset, the company behind Apache Superset; large open source repository | Technical leadership | Published Aug 4, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Comment on: 6 weeks of Claude CodeID dc-04 | Developer Communities | news.ycombinator.com/ | fdsf111, Hacker News commenterself-described: Developer at a company, Python/JavaScript work | Individual practitioner | Published Aug 2, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Claude Code Memory Leak - Process Grows to 120+ GB RAM and Gets OOM KilledID sx-23 | Developer Communities | github.com/ | chatgpt-copypasta, GitHub userself-described: Ubuntu 24.04 machine with 128 GB of RAM, long coding sessions | Individual practitioner | Published Aug 1, 2025 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| 6 Weeks of Claude CodeID ir-11 | Engineering Blogs & Reviews | blog.puzzmo.com/ | Orta Therox, engineer at Puzzmoself-described: Puzzmo, small engineering team, monorepos | Very small team | Published Jul 30, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| How I got Claude to write code I could actually shipID ir-10 | Engineering Blogs & Reviews | graphite.com/ | Kush Gupta, engineer at Graphiteself-described: Graphite engineering team, monorepo | Professional team | Published Jul 24, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Comment on: My experience with Claude Code after two weeks of adventuresID dc-03 | Developer Communities | news.ycombinator.com/ | sankalp (dejavucoder), Hacker News commenterself-described: Solo, large open source Ruby + TypeScript codebase | Individual practitioner | Published Jul 17, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| My Experience With Claude Code After 2 Weeks of AdventuresID ir-09 | Engineering Blogs & Reviews | sankalp.bearblog.dev/ | sankalp (dejavucoder), Independent developer and AI engineering consultantself-described: Gumroad bounties and consulting; medium Python and large Ruby/TypeScript codebases | Individual practitioner | Published Jul 17, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Lenny's Podcast: Dan Shipper of EveryID sf-11 | Podcasts, Talks & Videos | www.youtube.com/ | Dan Shipper, co-founder and CEO, Everyself-described: Every, company-wide | Organization-wide | Published Jul 17, 2025 | Assessment reviewed Nov 1, 2026 | Current | |
| How I Use Claude Code to Ship Like a Team of FiveID ir-08 | Engineering Blogs & Reviews | every.to/ | Kieran Klaassen, General manager of Cora at Everyself-described: Building Cora, an AI email assistant, as its hands-on developer | Individual practitioner | Published Jul 16, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| How I use Claude Code (+ my best tips)ID sx-01 | Engineering Blogs & Reviews | www.builder.io/ | Steve Sewell, Builder.ioself-described: Builder.io, large React codebase; a Cursor power user for a year before the switch | Professional team | Published Jul 11, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| I Shipped a macOS App Built Entirely by Claude CodeID ir-07 | Engineering Blogs & Reviews | www.indragie.com/ | Indragie Karunaratne, Engineer with a day job, building a side projectself-described: Solo side project, native macOS app (Context) | Individual practitioner | Published Jul 1, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| The Pragmatic Engineer: Software engineering with LLMs in 2025ID sf-17 | Engineering Blogs & Reviews | newsletter.pragmaticengineer.com/ | Lawrence Jones, software engineer, incident.ioself-described: incident.io engineering team | Professional team | Published Jul 1, 2025 | Assessment reviewed Nov 1, 2026 | Current | |
| How we're shipping faster with Claude Code and Git WorktreesID ir-06 | Engineering Blogs & Reviews | incident.io/ | Rory Bain, Product Engineer at incident.ioself-described: incident.io, product engineering team | Professional team | Published Jun 27, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | Overall signalMulti-Step Execution: PositiveDeveloper Experience: PositiveUsage / Cost: Discussed without concernDay-to-Day Friction: Raised as a concernInconsistent Results on Large Tasks: Discussed without concernPermissions & Safety: Discussed without concernEvaluated as an engineering agentHow much implementation work should Claude Code complete before a human checkpoint?: Broader delegation |
| Agentic Coding RecommendationsID ir-05 | Engineering Blogs & Reviews | lucumr.pocoo.org/ | Armin Ronacher, Independent developerself-described: Solo, own apps and open source library work | Individual practitioner | Published Jun 12, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | Overall signalUsage / Cost: Discussed without concernInconsistent Results on Large Tasks: Discussed without concernPermissions & Safety: Discussed without concernWritten conventions make results consistentEvaluated as an engineering agentHow much implementation work should Claude Code complete before a human checkpoint?: Broader delegationIs Claude Code better as the primary coding environment or as a complementary agent?: Primary environment |
| How Two Engineers Ship Like a Team of 15 With AI AgentsID tc-01 | Podcasts, Talks & Videos | every.to/ | Kieran Klaassen and Nityesh Agarwal, Cora team at Everyself-described: Every, two-person Cora engineering team | Very small team | Published Jun 11, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Field Notes From Shipping Real Code With ClaudeID sx-10 | Engineering Blogs & Reviews | diwank.space/ | Diwank Singh, Julepself-described: Julep, AI workflow orchestration; a backend with years of accumulated decisions | Very small team | Published Jun 7, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Comment on: Cursor 1.0ID dc-02 | Developer Communities | news.ycombinator.com/ | lmeyerov, Hacker News commenterself-described: Solo; wrote an internal guide to their vibe-coding process | Individual practitioner | Published Jun 5, 2025 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| Claude Code is My ComputerID ir-04 | Engineering Blogs & Reviews | steipete.me/ | Peter Steinberger, Independent developerself-described: Solo, own Mac and personal projects | Individual practitioner | Published Jun 3, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | Overall signalMulti-Step Execution: PositiveDeveloper Experience: PositiveUsage / Cost: Discussed without concernDay-to-Day Friction: Discussed without concernPermissions & Safety: Discussed without concernWritten conventions make results consistentFaster on self-directed workHow much implementation work should Claude Code complete before a human checkpoint?: Broader delegationOnce review and rework are counted, does Claude Code reduce total engineering time?: Net time savedIs Claude Code better as the primary coding environment or as a complementary agent?: Primary environment |
| Comment on: Ask HN: Cursor or Windsurf?ID dc-01 | Developer Communities | news.ycombinator.com/ | erenst, Hacker News commenterself-described: Solo, game development experiments; backend web development at work | Individual practitioner | Published May 12, 2025 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| Basic Claude CodeID ir-03 | Engineering Blogs & Reviews | harper.blog/ | Harper Reed, CEO of 2389 Researchself-described: Own projects; notes their team follows a similar process | Individual practitioner | Published May 8, 2025 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| Nobody Codes Here AnymoreID ir-02 | Engineering Blogs & Reviews | ghiculescu.substack.com/ | Alex Ghiculescu, co-founder of Tandaself-described: Tanda, about 40 developers, 12-year-old Ruby on Rails SaaS codebase | Technical leadership | Published Apr 29, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Claude Code saved us 97% of the work on the first try. Then it failed utterly.ID ir-01 | Engineering Blogs & Reviews | www.thoughtworks.com/ | Alessio Ferri, Thoughtworksself-described: Thoughtworks team building the CodeConcise legacy-modernization tool | Professional team | Published Mar 10, 2025 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| Code ReviewID pd-22 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 25, 2026 | Current | Verification only |
| OverviewID pd-01 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| QuickstartID pd-02 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Common workflowsID pd-03 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| How Claude remembers your projectID pd-04 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Settings files and precedenceID pd-05 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Configure permissionsID pd-06 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| AuthenticationID pd-07 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| SecurityID pd-08 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Data usageID pd-09 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Manage costs effectivelyID pd-10 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Track team usage with analyticsID pd-11 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| MonitoringID pd-12 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Hooks referenceID pd-13 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Create custom subagentsID pd-14 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Connect Claude Code to tools via MCPID pd-15 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Use Claude Code in VS CodeID pd-16 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| JetBrains IDEsID pd-17 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Claude Code GitHub ActionsID pd-18 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Platforms and integrationsID pd-19 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Configure the sandboxed Bash toolID pd-20 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Model configurationID pd-21 | Product Documentation | code.claude.com/ | AnthropicOfficial | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
