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Factory Signals

What engineering leaders and their teams report about Factory, with every finding tied to its evidence.

Read the findings

What the evidence says

Whose sources count

Practitioner sentiment, all practitioners

+22 Positive from 54 sources that take a side

How this figure is made

Positive overall signal, net 22 points

From 50 authors in 54 discussions. Use a task pilot to measure accepted work and review time.

Analyzed
103 total sources
Top praise
Model choice (15 of 22 sources) See praise evidence
Top concern
Reliability & bugs (28 of 28 sources) See concern evidence

Feb 2025 to Oct 2026.

85 sources from practitioners, by month and sentiment.

Hacker News and YouTube lean positive, while Reddit leans negative, with 12 of 25 posts negative. GILD scores 25 GitHub issues as mixed, since they report bugs or request features, and the other 2 as positive.

Positive, mixed and negative sources

The score counts them as 24 positive, 13 mixed and 13 negative votes, one per author. See How the numbers work.

See the evidence

Below: 4 praise themes, 4 concerns, 2 close to agreement and 2 disagreements.

Findings

Counted for All practitioners, from 85 sources. Change group

What practitioners praise

Every capability practitioners describe positively, ranked by how many sources say so. Open one to read who said it.

  1. Model choice15 of 22 sources on it praise itRunning models from Anthropic, OpenAI, Google, and open-weight providers in one harness, per task or per role, including your own keys.

    Counted for All practitioners.

    Positive, 15

    1. Positive

      mgambati, Hacker News commenter, self-described

      Comment on: Claude Opus 4.8Hacker News comment

      Uses GPT 5.3 as the worker model inside Droid and says it does a great job there despite its robotic writing.

      Published May 29, 2026

      Practitioner account, pseudonymous; direct use; not counted, repeats a stronger account

    2. Positive

      hboon, Independent developer

      Comment on: Anthropic says OpenClaw-style Claude CLI usage is allowed againHacker News comment

      Switched to Droid with Opus on Claude Max many months ago and it was the author's favorite combo, but had to stop because "they don't like us proxying requests anymore".

      Published Apr 21, 2026self-described: Building own products

      Practitioner account, pseudonymous; direct use; counts toward Operational control

    3. Mixed

      theturtletalks, Hacker News commenter, self-described

      Comment on: How Google got its groove back and edged ahead of OpenAIHacker News comment

      Runs GPT-5.2, Opus 4.5 and Gemini 3 in Droid CLI; Gemini loops and breaks tool calls, sometimes corrupting a thread so it cannot be rewound to another model.

      Published Jan 8, 2026

      Practitioner account, pseudonymous; direct use; counts toward Reliability

    4. Positive

      jared0x90, Hacker News commenter, self-described

      Comment on: GLM-4.7: Advancing the Coding CapabilityHacker News comment

      Asks why "nobody seems to be trying it" with Factory's Droid in the thread, and says Droid BYOK with GLM4.7 "seems like a really cost effective backup" in the little they have experimented with it.

      Published Dec 23, 2025

      Practitioner account, pseudonymous; direct use; counts toward Operational control

    5. Positive

      Danny Aziz, General manager of Spiral at Every

      Vibe Check: I Canceled Two AI Max Plans for Factory's Coding Agent DroidNewsletter, Every

      After a few months on Droid, Danny Aziz canceled their Claude and ChatGPT Max plans: one tool switches between Anthropic and OpenAI models, and it fixed a migration Claude Code kept failing.

      Published Oct 30, 2025self-described: Building Spiral at Every; Every co-hosted a Droid Camp with Factory's head of developer relations the following day

      Practitioner account, self-described; direct use; counts toward Cost predictability and limits

    6. Positive

      Jeremy Grove, Developer and author of MediaDataFusion guides

      Why I Like Factory AI Droid: Flexibility, BYOK, CLI + IDE + CloudVideo, YouTube

      Jeremy Grove likes Droid for its flexibility, configuring their own OpenAI, Anthropic, and Z.AI keys and using it from the CLI, Cursor, VS Code, and cloud sync.

      "Droid gives choice. Hello, I'm Jeremy Grove, founder of Media Data Fusion. In this video, I will be covering Factory AI Droid, a CLI, IDE, and cloud platform that gives you the flexibility to use their API keys, yours, or mix and match. I'll cover…"
      Transcript excerpt, at 0:09

      Published Oct 20, 2025self-described: Setting up Droid with BYOK and GLM-4.6 across the CLI, IDEs, and cloud sync

      Practitioner account, self-described; direct use; counts toward Reliability, Operational control, Adoption and upkeep

    7. Positive

      FindingSerendipity_1, Reddit user in r/FactoryAi

      Factory Droid vs Cursor Usage QuotaReddit post

      A new subscriber finds the Droid Core pool of open models useful and generous on top of the standard usage pool.

      Published Aug 16, 2026self-described: New subscriber comparing quotas

      Practitioner account, pseudonymous; direct use; counts toward Cost predictability and limits

    8. Mixed

      Robin Min, Independent developer and author of Surfing

      Droid CLI Review: Hands-On Experience After Free TrialPersonal blog post, Surfing (surfing.salty.vip)

      After several days on the free trial, praises the Droid CLI's concise, clean TUI and model agnosticism, but calls its permission management weak, suspecting every programmer could find 101 ways around its string-array checks. Has recently used Claude Code with Claude Code Router across models.

      Published Jul 3, 2026self-described: Solo; several days on the Droid CLI free trial, compared with Claude Code, opencode, and Gemini CLI

      Practitioner account; direct use; counts toward Operational control, Adoption and upkeep

    9. Mixed

      mlcarl, GitHub user running Droid Missions, self-described

      ProposeMission tool crashes with "undefined is not an object (evaluating 'H.length')" in droid 0.150.1GitHub issue

      After a 19-hour Mission completed successfully, every new Mission failed because ProposeMission crashed in droid 0.150.1 with a BYOK GLM model.

      Published Jun 18, 2026

      Practitioner account, pseudonymous; structured test; counts toward Delivered outcomes, Reliability

    10. Positive

      ahmadyan, Builder of a multi-agent IDE (Agentastic.dev)

      Comment on: DeepClaude - Claude Code agent loop with DeepSeek V4 ProHacker News comment

      Reports that the same Opus model works better inside third-party harnesses such as Factory Droid or Amp than in Claude Code, which ahmadyan sees as tuned for cost.

      Published May 4, 2026self-described: Maker of Agentastic

      Practitioner account, pseudonymous; direct use; not counted, repeats a stronger account

    11. Positive

      sebazzz, Hacker News commenter, self-described

      Comment on: I want to wash my car. The car wash is 50 meters away. Should I walk or drive?Hacker News comment

      Likes that Droid lets one agent write the spec and another implement it, which counters GPT rewriting code to satisfy a bad specification.

      Published Feb 16, 2026

      Practitioner account, pseudonymous; direct use; not counted, takes no position

    12. Positive

      Apprehensive_Half_68, Reddit user in r/FactoryAi

      Droid Vs. CC with GLM 4.7 comparisonReddit post

      Comparing Droid and Claude Code on GLM-4.7, Apprehensive_Half_68 finds GLM a beast inside Droid.

      Published Jan 10, 2026self-described: GLM-4.7 in Droid and in Claude Code

      Practitioner account, pseudonymous; direct use; not counted, takes no position

    13. Mixed

      mediumbrownfox, Reddit user in r/FactoryAi

      Is there a YOLO mode similar to claude code?Reddit post

      mediumbrownfox loves Droid with Gemini 3 but must approve plans every 30 seconds even on Auto (High), and wants a sandboxed mode to let it run alone.

      Published Nov 20, 2025self-described: Personal side projects with Gemini 3

      Practitioner account, pseudonymous; direct use; counts toward Operational control

    14. Positive

      Unlucky_Draft_3468, Reddit user in r/FactoryAi

      How to Enable Deep Reasoning (High) When Using Custom ChatGPT Models?Reddit post

      A self-described big fan moved from the Codex CLI to Droid on an OpenAI key and finds it a much better experience, though unsure how to set reasoning depth.

      Published Oct 17, 2025self-described: Switched from the Codex CLI to Droid with an OpenAI API key

      Practitioner account, pseudonymous; direct use; not counted, takes no position

    15. Mixed

      AICodeKing, AI coding tool reviewer

      Droid CLI + GLM-4.6 + FREE 4.5 Sonnet,GPT-5 : Is it really the NEXT CLAUDE CODE?Video, YouTube (AICodeKing)

      AICodeKing tested Droid with Sonnet 4.5 on four projects. Three failed, and the fourth missed a dependency. GLM-4.6 did better. AICodeKing found Factory's agent claims did not match those results.

      "…this correctly either. It did get the bars implemented, but the step counter doesn't work. it almost never oneshots anything. Then I thought maybe it was focused more on large repos. So I tried my open code repo question and it failed…"
      Transcript excerpt, at 6:13Partial support

      Published Oct 3, 2025self-described: Free trial; four test projects with Sonnet 4.5, then GLM-4.6 through a custom provider

      Practitioner account, self-described; structured test; counts toward Operational control, Cost predictability and limits

    Mixed or negative, 7

    1. Mixed

      hrmesquita, GitHub user on the Factory desktop app with BYOK models

      Desktop 0.184.0: new sessions reset custom-model default to auto (custom models missing from picker)GitHub issue

      After updating to Desktop 0.184.0, the author's 14 local custom models briefly show in the model picker and then disappear, and new sessions start on auto, overriding the custom default. It worked on 0.183.2.

      Published Sep 25, 2026self-described: macOS

      Practitioner account, pseudonymous; structured test; counts toward Reliability, Operational control

    2. Mixed

      marovole, GitHub user running Droid with a BYOK OpenAI-compatible model

      BYOK generic-chat-completion-api: parallel tool calls with image results create an orphan role:"tool" message -> 400 from strict upstreamsGitHub issue

      With a BYOK OpenAI-compatible model, parallel tool calls returning images corrupt the session history so every later turn fails.

      Published Sep 10, 2026self-described: macOS

      Practitioner account, pseudonymous; structured test; counts toward Reliability

    3. Mixed

      OliverGeorge8, GitHub user running custom droids from Spec Mode

      Custom droid glm-5.2 pin intermittently falls back to GPT-5.6 SolGitHub issue

      A custom droid pinned to Droid Core glm-5.2 silently ran on the pricier GPT-5.6 Sol parent model during parallel Spec Mode tasks.

      Published Aug 8, 2026self-described: Software engineer, TypeScript, React and Go

      Practitioner account, pseudonymous; direct use; counts toward Operational control

    4. Mixed

      hdot123, GitHub user on a Factory team plan, self-described

      Bug: BYOK session fails with empty response, code-server SIGABRT on new sessionGitHub issue

      A failing BYOK GLM-5.2 proxy gave only an opaque empty-response error and then left the CLI unable to start new sessions until processes were killed.

      Published May 5, 2026

      Practitioner account, pseudonymous; structured test; counts toward Reliability, Operational control

    5. Negative

      miraserver, Hacker News commenter, self-described

      Comment on: Factory Raises US$50M Series BHacker News comment

      Alleges Droid was serving older models than the ones selected in settings, based on asking the model to identify itself.

      Published Oct 4, 2025

      not counted, repeats a stronger account

    6. Negative

      jrhabana, Reddit user in r/FactoryAi

      How to fix "factoryd appears to be unavailable.."Reddit post

      Workers keep failing with a factoryd-unavailable error on several BYOK providers, and restarting and resuming rarely works.

      Published Apr 20, 2026self-described: BYOK models through Z.ai, Ollama Cloud, and Fireworks

      Practitioner account, pseudonymous; direct use; counts toward Reliability

    7. Negative

      Warm_Sandwich3769, Reddit user in r/FactoryAi

      New updates are forcing me to quitReddit post

      A paying user who brought 15 developer friends to Droid says recent updates broke the interface, image attachments for a custom GLM model, and JSON handling, with no changelog or rollback.

      Published Oct 25, 2025self-described: Paid member who brought 15 developer friends to Droid

      Practitioner account, pseudonymous; direct use; counts toward Reliability, Adoption and upkeep

    Open them in the record
  2. End-to-end executionAll 9 sources on it praise itPlanning, editing, running tests, and iterating to a working result without step-by-step prompting.

    Counted for All practitioners.

    1. Positive

      dimbage, GitHub user

      couldn't run on windowsGitHub issue

      A Factory example would not run on Windows; Droid diagnosed the MIME-type bug in the server and fixed most of it.

      Published Oct 31, 2025self-described: Windows

      Practitioner account, pseudonymous; direct use; counts toward Delivered outcomes

    2. Positive

      travbarb, Reddit user in r/ClaudeCode

      droid + sonnet 4.5Reddit post

      Says the Droid CLI with Sonnet 4.5 feels like a completely different thing from Claude Code: every problem Claude Code fell to pieces on, Droid is basically one-shotting. Still in the free token window after many hours, with the understanding that it is "expensive maybe" from there.

      Published Sep 30, 2025self-described: Complex personal projects, free trial tokens

      Practitioner account, pseudonymous; direct use; counts toward Delivered outcomes

    3. Positive

      Ian Nuttall, Independent developer

      Adding a new feature to a project with Factory CLIVideo, YouTube

      Ian Nuttall uses the new Factory CLI to plan and then build a daily and hourly heatmap tracker in an existing open-source project.

      "…proposing keeps the existing database as it is. We already have a time stamp so we know the hour of the day when the page event was triggered. So we can use the existing schema. It's proposing a new endpoint API/activity heatmap…"
      Transcript excerpt, at 2:17Partial support

      Published Sep 19, 2025self-described: Adding a heatmap activity tracker to the open-source here/now project

      Practitioner account, self-described; direct use; counts toward Operational control

    4. Positive

      AI LABS, AI development tutorial channel

      These Factory AI Droids Built My App in 10 Minutes! (Rust + TypeScript!)Video, YouTube (AI LABS)

      The channel used Factory's specialist droids to build a Rust and TypeScript desktop app on a local machine, and tested whether the droids work like a dev team.

      "…everything is now fully set up, we can go ahead and officially begin. After we confirm that the setup is complete, it tells us we're going to build an app together using Tori, which is a framework that uses Rust and TypeScript."
      Transcript excerpt, at 2:44Partial support

      Published Jun 1, 2025self-described: Building a Rust and TypeScript desktop app on a local machine

      Practitioner account, self-described; direct use; counts toward Operational control, Adoption and upkeep

    5. Positive

      data_delaurier, Hacker News commenter

      Comment on: Understanding DroidsHacker News comment

      Calls Factory the best coding agent framework they have tried; sends plans to Code Droid, then Reliability, Knowledge and Product Droids, which work until done with little intervention.

      Published May 29, 2025self-described: Solo workflow: Windsurf for scaffolding, Anthropic Workbench for plans, Factory Droids for implementation

      Practitioner account, pseudonymous; direct use; not counted, repeats a stronger account

    6. Positive

      Danny Aziz, General manager of Spiral at Every

      Vibe Check: I Canceled Two AI Max Plans for Factory's Coding Agent DroidNewsletter, Every

      After a few months on Droid, Danny Aziz canceled their Claude and ChatGPT Max plans: one tool switches between Anthropic and OpenAI models, and it fixed a migration Claude Code kept failing.

      Published Oct 30, 2025self-described: Building Spiral at Every; Every co-hosted a Droid Camp with Factory's head of developer relations the following day

      Practitioner account, self-described; direct use; counts toward Cost predictability and limits

    7. Positive

      kirkmarple, Founder who built the Zine app on their own company platform (Graphlit)

      Show HN: I built a SaaS in 8 weeks, solo, using our own AI platformHacker News story

      Shipped an MVP in 8 weeks solo, with all coding assisted by Claude Code and Factory Droid, and says AI coding tools made it shockingly fast.

      Published Oct 10, 2025self-described: Solo build of a production SaaS (Next.js, TypeScript, Graphlit SDK, Vercel)

      Practitioner account, pseudonymous; direct use; counts toward Delivered outcomes

    8. Mixed

      Oliver, Author of a Substack newsletter on AI tools (aileverage.substack.com)

      ChatGPT Codex vs FactoryNewsletter, aileverage.substack.com

      Testing Codex and Factory on the same two tasks, Oliver found Factory's custom droids strong at planning and repo comprehension, but its system prompts can overwrite messages in longer chats and GitHub repo linking doesn't always work. Codex felt steadier building the speech-to-text app.

      Published Sep 30, 2025self-described: Solo; first use of Factory, building the same Windows voice-dictation app in Codex and in Factory

      Practitioner account, self-described; structured test; counts toward Delivered outcomes, Reliability, Operational control, Adoption and upkeep

    9. Positive

      Dan McAteer, Developer and YouTube creator

      Exploring Factory Droids: Your Ultimate AI Coding AgentsVideo, YouTube (Attention Heads by Dan McAteer)

      After a month of access Dan McAteer walks through Code, Knowledge, and Reliability droids, multi-repository context, and running Pytest locally through Factory Bridge.

      "…connect to GitHub. You can search through the code memory. So you can see here what we don't have is the terminal turned on. And that's because we're not connected at the moment to my local machine using factory bridge. So factory…"
      Transcript excerpt, at 5:50Partial support

      Published May 28, 2025self-described: Walkthrough after a month of access, on remote and local repositories

      Practitioner account, self-described; direct use; not counted, tied to the vendor

    Open them in the record
  3. Developer experience9 of 21 sources on it praise itDroid's terminal and desktop interfaces, including IDE and SDK integration and response speed.

    Counted for All practitioners.

    Positive, 9

    1. Positive

      whoisronak, GitHub user planning a product on the Droid SDK

      Is there a timeline on the stable release?GitHub issue

      A big fan of Factory's harness in the CLI asks for an approximate timeline for the SDK's stable release, wanting to use it to power a new product.

      Published Jul 6, 2026self-described: Building a new product on Factory's SDK

      Practitioner account, pseudonymous; direct use; not counted, takes no position

    2. Mixed

      Robin Min, Independent developer and author of Surfing

      Droid CLI Review: Hands-On Experience After Free TrialPersonal blog post, Surfing (surfing.salty.vip)

      After several days on the free trial, praises the Droid CLI's concise, clean TUI and model agnosticism, but calls its permission management weak, suspecting every programmer could find 101 ways around its string-array checks. Has recently used Claude Code with Claude Code Router across models.

      Published Jul 3, 2026self-described: Solo; several days on the Droid CLI free trial, compared with Claude Code, opencode, and Gemini CLI

      Practitioner account; direct use; counts toward Operational control, Adoption and upkeep

    3. Positive

      Apprehensive_Half_68, Reddit user in r/FactoryAi

      Damn impressed with Droid CLIReddit post

      Six parallel Droid agents finished work Apprehensive_Half_68 estimated at several days in a few hours; Spec Mode, session management, and speed impressed, and Droid Shield flagged false secrets.

      Published Oct 13, 2025self-described: Large personal repository; also uses Codex, Gemini, Crush, Copilot, and Claude

      Practitioner account, pseudonymous; direct use; counts toward Operational control

    4. Mixed

      bbor, Hacker News commenter

      Comment on: Inside ZCode: Silently uploading your Git history to the cloudHacker News comment

      Recommends Droid for its competent, corporate engineering attitude, but says Missions overdo mandatory verification and run sequentially without swarms.

      Published Sep 18, 2026self-described: Independent full-stack developer prototyping AI systems

      Practitioner account, pseudonymous; direct use; not counted, repeats a stronger account

    5. Positive

      sebazzz, Hacker News commenter, self-described

      Comment on: I want to wash my car. The car wash is 50 meters away. Should I walk or drive?Hacker News comment

      Likes that Droid lets one agent write the spec and another implement it, which counters GPT rewriting code to satisfy a bad specification.

      Published Feb 16, 2026

      Practitioner account, pseudonymous; direct use; not counted, takes no position

    6. Positive

      StrixGGUY, Reddit user in r/FactoryAi

      First impressionsReddit post

      After setting up custom droids, MCP, and AGENTS.md on an 80,000-line Rust backend, StrixGGUY was convinced and plans to move from Claude Code Max to Droid Max.

      Published Oct 29, 2025self-described: Rust backend with 230 API endpoints and 80,000 lines, plus 30,000 lines of React

      Practitioner account, pseudonymous; direct use; counts toward Delivered outcomes, Operational control

    7. Positive

      Jeremy Grove, Developer and author of MediaDataFusion guides

      Why I Like Factory AI Droid: Flexibility, BYOK, CLI + IDE + CloudVideo, YouTube

      Jeremy Grove likes Droid for its flexibility, configuring their own OpenAI, Anthropic, and Z.AI keys and using it from the CLI, Cursor, VS Code, and cloud sync.

      "Droid gives choice. Hello, I'm Jeremy Grove, founder of Media Data Fusion. In this video, I will be covering Factory AI Droid, a CLI, IDE, and cloud platform that gives you the flexibility to use their API keys, yours, or mix and match. I'll cover…"
      Transcript excerpt, at 0:09

      Published Oct 20, 2025self-described: Setting up Droid with BYOK and GLM-4.6 across the CLI, IDEs, and cloud sync

      Practitioner account, self-described; direct use; counts toward Reliability, Operational control, Adoption and upkeep

    8. Mixed

      AICodeKing, AI coding tool reviewer

      Droid CLI + GLM-4.6 + FREE 4.5 Sonnet,GPT-5 : Is it really the NEXT CLAUDE CODE?Video, YouTube (AICodeKing)

      AICodeKing tested Droid with Sonnet 4.5 on four projects. Three failed, and the fourth missed a dependency. GLM-4.6 did better. AICodeKing found Factory's agent claims did not match those results.

      "…this correctly either. It did get the bars implemented, but the step counter doesn't work. it almost never oneshots anything. Then I thought maybe it was focused more on large repos. So I tried my open code repo question and it failed…"
      Transcript excerpt, at 6:13Partial support

      Published Oct 3, 2025self-described: Free trial; four test projects with Sonnet 4.5, then GLM-4.6 through a custom provider

      Practitioner account, self-described; structured test; counts toward Operational control, Cost predictability and limits

    9. Positive

      Dan McAteer, Developer and YouTube creator

      Exploring Factory Droids: Your Ultimate AI Coding AgentsVideo, YouTube (Attention Heads by Dan McAteer)

      After a month of access Dan McAteer walks through Code, Knowledge, and Reliability droids, multi-repository context, and running Pytest locally through Factory Bridge.

      "…connect to GitHub. You can search through the code memory. So you can see here what we don't have is the terminal turned on. And that's because we're not connected at the moment to my local machine using factory bridge. So factory…"
      Transcript excerpt, at 5:50Partial support

      Published May 28, 2025self-described: Walkthrough after a month of access, on remote and local repositories

      Practitioner account, self-described; direct use; not counted, tied to the vendor

    Mixed or negative, 12

    1. Mixed

      LouisDeconinck, GitHub user connecting Droid to T3 Code over ACP

      ACP session/set_config_option returns {} instead of required configOptionsGitHub issue

      Droid 0.234.0 returned an invalid ACP config response, making it unusable in T3 Code for every model.

      Published Oct 8, 2026self-described: Linux x64

      Practitioner account, pseudonymous; direct use; counts toward Adoption and upkeep

    2. Mixed

      brendandebeasi, GitHub user who uses both Claude Code and Droid

      Feature Request: mouse text selection that copies logical text, not the rendered layout (Claude Code's option+click native select)GitHub issue

      Asks for Claude Code style mouse text selection in the Droid TUI, since copying on-screen text today means repairing wraps by hand.

      Published Aug 28, 2026self-described: Principal engineer on cloud foundations and LLM gateways

      Practitioner account, pseudonymous; direct use; not counted, takes no position

    3. Mixed

      mrwogu, GitHub user building on the Droid Python SDK

      Python SDK 0.1.2 is behind the current Droid JSON-RPC surfaceGitHub issue

      The Python SDK lags the Droid CLI and TypeScript SDK, so tool disabling, structured output and context methods need private APIs.

      Published Jul 27, 2026self-described: AI developer experience at Comarch

      Practitioner account, pseudonymous; direct use; counts toward Operational control, Adoption and upkeep

    4. Negative

      sunoval2017, Reddit user in r/FactoryAi

      Droid CLI is unbearable slowReddit post

      Typing in the Droid CLI lags badly; sunoval2017 measured Droid using a full CPU core while idle, about 17 times Claude Code's use.

      Published Jun 20, 2026self-described: Droid CLI in a terminal and in Zed

      Practitioner account, pseudonymous; direct use; counts toward Reliability

    5. Negative

      virgilp, Hacker News commenter, self-described

      Comment on: Cursor Introduces Composer 2.5Hacker News comment

      Now uses Codex, and recalls that trying factory.ai about six months earlier left virgilp convinced chat-first coding interfaces would never work.

      Published May 19, 2026

      Practitioner account, pseudonymous; direct use; not counted, takes no position

    6. Mixed

      addidotlol, GitHub user of Droid in Zed

      Opening a new thread while another is responding causes Droid to block new threadsGitHub issue

      In Zed, opening a new Droid thread while another streams locks new threads; the Zed Agent and OpenCode did not show the bug.

      Published Apr 25, 2026self-described: Works at fyra stack

      Practitioner account, pseudonymous; structured test; counts toward Reliability

    7. Negative

      vargalas, Reddit user in r/FactoryAi

      It's the worst onboarding experience everReddit post

      The install command failed on a self-signed certificate, the support link did not work, and sales could not be contacted, so vargalas gave up on Droid.

      Published Nov 13, 2025self-described: Install attempt

      Practitioner account, pseudonymous; direct use; counts toward Adoption and upkeep

    8. Negative

      Warm_Sandwich3769, Reddit user in r/FactoryAi

      New updates are forcing me to quitReddit post

      A paying user who brought 15 developer friends to Droid says recent updates broke the interface, image attachments for a custom GLM model, and JSON handling, with no changelog or rollback.

      Published Oct 25, 2025self-described: Paid member who brought 15 developer friends to Droid

      Practitioner account, pseudonymous; direct use; counts toward Reliability, Adoption and upkeep

    9. Mixed

      EmbarrassedBird2833, Reddit user in r/FactoryAi

      Feedback for MCPReddit post

      EmbarrassedBird2833 likes the Droid CLI but failed three times to connect Chrome and Supabase MCP servers, through Factory Bridge, the CLI, and the config file.

      Published Oct 10, 2025self-described: Droid CLI with Chrome and Supabase MCP servers

      Practitioner account, pseudonymous; direct use; counts toward Adoption and upkeep

    10. Mixed

      Oliver, Author of a Substack newsletter on AI tools (aileverage.substack.com)

      ChatGPT Codex vs FactoryNewsletter, aileverage.substack.com

      Testing Codex and Factory on the same two tasks, Oliver found Factory's custom droids strong at planning and repo comprehension, but its system prompts can overwrite messages in longer chats and GitHub repo linking doesn't always work. Codex felt steadier building the speech-to-text app.

      Published Sep 30, 2025self-described: Solo; first use of Factory, building the same Windows voice-dictation app in Codex and in Factory

      Practitioner account, self-described; structured test; counts toward Delivered outcomes, Reliability, Operational control, Adoption and upkeep

    11. Mixed

      Kieran Klaassen, general manager of Cora at Every

      Transcript: 'How Two Engineers Ship Like a Team of 15 With AI Agents'Podcast episode transcript, AI & I (Every)

      Klaassen reports that the team has Factory as well and rates it a B, "maybe a little bit below Codex and Devin": better than any others at certain things, for enterprisey people, good at multi-repo work, a little hard to use across web and local, and not Klaassen's thing.

      "Factory with certain things is better than any others, but it's not my style. Factory is for more enterprisey people that are very nerdy and want absolute bangers of code and it's actually good, multi-repo stuff like that."
      Excerpt, Kieran Klaassen

      Published Jun 11, 2025Two engineers building Cora at Every, with Claude Code as the main agent

      Practitioner account, name and role on their organization's own page; direct use; counts toward Delivered outcomes

    12. Mixed

      heretiqal, Reddit user in r/FactoryAi

      Droid is really trying hard to encourage me to cancelReddit post

      Mid-refactor, Droid opened a blank session with no memory of the work. heretiqal could not find the old session but still rates Droid above Cursor and Warp.

      Published Oct 22, 2025self-described: Factory web app in Edge, a long refactoring session

      Practitioner account, pseudonymous; direct use; counts toward Reliability

    Open them in the record
  4. Background & delegated work7 of 20 sources on it praise itWork without an engineer at the keyboard, including droid exec and Droid Action in CI. Missions, custom droids, and parallel sessions also run unattended.

    Counted for All practitioners.

    Positive, 7

    1. Positive

      rmaxdev, Hacker News commenter

      Comment on: GPT 6.1 Sol: Near-Astra intelligence for a fifth of the priceHacker News comment

      Runs a Hermes orchestrator on DeepSeek Flash that delegates heavy development work to Codex and Droid harnesses on subscriptions.

      Published Sep 29, 2026self-described: Heavy personal dev work

      Practitioner account, pseudonymous; direct use; not counted, takes no position

    2. Mixed

      ahmadyan, Builder of a multi-agent IDE (Agentastic.dev)

      Comment on: Show HN: Agentastic.dev is Ghostty and Git worktrees = multi-agent CC/Codex IDEHacker News comment

      For hard tasks, the commenter sends the same prompt to Claude Code, Codex, Droid and their own agent. They review the outputs and pick the best, shifting effort to verification.

      Published Jan 5, 2026self-described: Runs 30 to 40 local agents in parallel

      Practitioner account, pseudonymous; direct use; not counted, takes no position

    3. Positive

      Apprehensive_Half_68, Reddit user in r/FactoryAi

      Damn impressed with Droid CLIReddit post

      Six parallel Droid agents finished work Apprehensive_Half_68 estimated at several days in a few hours; Spec Mode, session management, and speed impressed, and Droid Shield flagged false secrets.

      Published Oct 13, 2025self-described: Large personal repository; also uses Codex, Gemini, Crush, Copilot, and Claude

      Practitioner account, pseudonymous; direct use; counts toward Operational control

    4. Positive

      Sid Bharath, Independent writer on AI agents (hands-on Droid tutorial)

      Factory Droid Tutorial: Missions, Skills, and AgentsPersonal blog post, sidbharath.com

      Bharath finds Factory most interesting when the work is larger than a code edit, such as a migration with a planner, several workers, validation and a review trail. Warns that Missions' coordination has a cost: more outputs to review and more tokens spent rediscovering the same context.

      Published Sep 30, 2025self-described: Tutorial rewritten around the current Droid CLI, with Spec Mode, Missions, custom droids, and droid exec

      Practitioner account, self-described; direct use; counts toward Operational control, Cost predictability and limits, Adoption and upkeep

    5. Positive

      James Garrett, backend developer at Tilt

      Embracing AI at Tilt: Beyond Code GenerationCompany engineering blog post, Tilt blog

      Tilt's engineering team was a beta partner for Factory and its Review Droid. Engineers use it for on-call investigation and QA impact analysis, and a droid.yaml file runs custom checks on every pull request that catch small bugs a human reviewer would miss.

      "These types of bugs are easy to miss with a human eye, but the review droid does a fantastic job."
      Excerpt, James Garrett

      Published Feb 25, 2025Tilt engineering team, C# and .NET backend with web, iOS and Android clients

      Practitioner account, name and role on their organization's own page; ran the rollout; not counted, tied to the vendor

    6. Positive

      mgambati, Hacker News commenter, self-described

      Comment on: Claude Opus 4.8Hacker News comment

      Uses GPT 5.3 as the worker model inside Droid and says it does a great job there despite its robotic writing.

      Published May 29, 2026

      Practitioner account, pseudonymous; direct use; not counted, repeats a stronger account

    7. Positive

      Danny Aziz, General manager of Spiral at Every

      Vibe Check: I Canceled Two AI Max Plans for Factory's Coding Agent DroidNewsletter, Every

      After a few months on Droid, Danny Aziz canceled their Claude and ChatGPT Max plans: one tool switches between Anthropic and OpenAI models, and it fixed a migration Claude Code kept failing.

      Published Oct 30, 2025self-described: Building Spiral at Every; Every co-hosted a Droid Camp with Factory's head of developer relations the following day

      Practitioner account, self-described; direct use; counts toward Cost predictability and limits

    Mixed or negative, 13

    1. Mixed

      bbor, Hacker News commenter

      Comment on: Inside ZCode: Silently uploading your Git history to the cloudHacker News comment

      Recommends Droid for its competent, corporate engineering attitude, but says Missions overdo mandatory verification and run sequentially without swarms.

      Published Sep 18, 2026self-described: Independent full-stack developer prototyping AI systems

      Practitioner account, pseudonymous; direct use; not counted, repeats a stronger account

    2. Mixed

      thedevtoni, GitHub user running droid-action automated PR review on a private repository

      Validator submits duplicate reviews when it believes its tool-call bodies were truncated (glm-5.3, two-pass review)GitHub issue

      droid-action two-pass review with glm-5.3 posted the same review four times and clipped comment bodies, forcing a cleanup step in their workflow.

      Published Sep 5, 2026self-described: Private repository, CI code review

      Practitioner account, pseudonymous; ran the rollout; counts toward Delivered outcomes, Reliability

    3. Mixed

      alanxchen85, GitHub user with a registered Droid Computer

      Desktop-created sessions are stamped machineId "local" on a registered Droid Computer, so they never appear on app.factory.ai web/mobileGitHub issue

      Sessions created in the desktop app on a registered Droid Computer never appear on web or mobile, contrary to the documented cross-device behavior.

      Published Aug 21, 2026self-described: macOS, desktop app plus web and mobile

      Practitioner account, pseudonymous; direct use; counts toward Reliability

    4. Mixed

      snguyen-cars, GitHub user delegating to custom droids

      Custom droids receive zero MCP tools despite valid configurationGitHub issue

      Custom droid subagents received no MCP tools even though the parent session could call them, so MCP-backed custom droids did not work.

      Published Aug 14, 2026self-described: Jenkins MCP server

      Practitioner account, pseudonymous; structured test; counts toward Operational control

    5. Mixed

      Roderick-Clemente, GitHub user systematically testing droid exec, self-described

      droid exec --mission performs no work and reports success (num_turns 0, zero tokens, exit 0)GitHub issue

      droid exec with --mission did no work yet reported success with zero turns, tokens and credits, while the same task without --mission edited the file.

      Published Aug 3, 2026

      Practitioner account, pseudonymous; structured test; counts toward Reliability

    6. Mixed

      waxyslave, Reddit user in r/FactoryAi

      Why do GPT coding models have such a fetish for dispatching sub-agents?Reddit post

      GPT models in Droid keep spawning sub-agents that block the main thread and burn usage, even though their AGENTS.md forbids them unless asked.

      Published Jul 12, 2026self-described: GPT models in Droid, AGENTS.md rules

      Practitioner account, pseudonymous; direct use; counts toward Delivered outcomes, Operational control

    7. Mixed

      mlcarl, GitHub user running Droid Missions, self-described

      ProposeMission tool crashes with "undefined is not an object (evaluating 'H.length')" in droid 0.150.1GitHub issue

      After a 19-hour Mission completed successfully, every new Mission failed because ProposeMission crashed in droid 0.150.1 with a BYOK GLM model.

      Published Jun 18, 2026

      Practitioner account, pseudonymous; structured test; counts toward Delivered outcomes, Reliability

    8. Mixed

      glmn, GitHub user building a host around interactive Droid sessions

      permission_prompt Notification hook has no tool name or input ("needs permission to execute 1 tool(s)")GitHub issue

      Droid permission notifications omit the tool and command, so with several sessions open users cannot see which approval is risky without switching terminals.

      Published Oct 7, 2026self-described: Runs several Droid sessions at once

      Practitioner account, pseudonymous; direct use; counts toward Operational control

    9. Mixed

      joshwilhelmi, GitHub user running droid exec under a sandbox

      Execute SIGKILLs every command when ps is unavailable: factory-execute-supervisor treats a failed liveness probe as owner deathGitHub issue

      In sandboxes without ps, every Droid Execute call is SIGKILLed within milliseconds because its supervisor treats a failed probe as owner death.

      Published Sep 16, 2026self-described: macOS with sandbox-exec; also Ubuntu with Docker

      Practitioner account, pseudonymous; structured test; counts toward Reliability

    10. Mixed

      OliverGeorge8, GitHub user running custom droids from Spec Mode

      Custom droid glm-5.2 pin intermittently falls back to GPT-5.6 SolGitHub issue

      A custom droid pinned to Droid Core glm-5.2 silently ran on the pricier GPT-5.6 Sol parent model during parallel Spec Mode tasks.

      Published Aug 8, 2026self-described: Software engineer, TypeScript, React and Go

      Practitioner account, pseudonymous; direct use; counts toward Operational control

    11. Negative

      jm3823, Reddit user in r/FactoryAi

      Droid no longer better than cc or codexReddit post

      jm3823 says Droid fell behind Claude Code and Codex after Factory's focus on the app and Droid Core, and that Missions now take two days to accomplish nothing.

      Published Jun 3, 2026self-described: Earlier Droid user, Missions

      Practitioner account, pseudonymous; direct use; counts toward Delivered outcomes, Reliability

    12. Negative

      Academic-Assignment2, Reddit user in r/FactoryAi

      Subagent FailuresReddit post

      With BYOK models only, the commenter's subagents fail consistently on Linux and Windows. They found few fixes from other users.

      Published May 1, 2026self-described: BYOK only, Linux and Windows

      Practitioner account, pseudonymous; direct use; counts toward Reliability

    13. Mixed

      rjmurillo, GitHub user in a security-constrained organization

      Request: Use SHA-pinned action references for security-constrained repositoriesGitHub issue

      Cannot adopt droid-action for automated PR reviews because it uses unpinned action tags that their SHA-pinning security rulesets reject.

      Published Jan 18, 2026self-described: Repositories with SHA-pinning security rulesets

      Practitioner account, pseudonymous; direct use; counts toward Adoption and upkeep

    Open them in the record

What concerns them

Every concern practitioners raise, most raised first.

  1. Reliability & bugsAll 28 sources on it raise it as a concernSessions or features that fail, loop, or misbehave, from failed tasks on a given model to bugs in automation features.

    Counted for All practitioners.

    1. Mixed

      ziyou979, GitHub user filing an issue against Factory-AI/factory

      600s host limit cuts off long-thinking Opus responses, causing repeated restarts and wasted usageGitHub issue on Factory-AI/factory

      On a Factory subscription, Opus 5.5 responses that think longer than 600 seconds are cut off and all thinking is discarded. Droid retries once from scratch and hits the same limit, so each attempt costs about 20 minutes and twice the usage with no output.

      "So each attempt costs ~20 minutes and twice the usage, yet produces no output. Retrying the task by hand repeats the same cycle and keeps burning usage."
      Excerpt, ziyou979

      Published Oct 21, 2026self-described: Factory Desktop 0.202.0 on Windows, official Factory subscription without BYOK

      Practitioner account, pseudonymous; structured test; counts toward Reliability

    2. Mixed

      RoacherM, GitHub user filing an issue against Factory-AI/factory

      Reading a file that quotes a blocklisted client phrase 403s the session, false positive, misreported as auth failureGitHub issue on Factory-AI/factory

      After Droid read a design note that quoted phrases on Factory's backend blocklist, every later request in the session failed with a 403 reported as an authentication failure. Resuming or compacting the session could not clear it, because the file text stays in the history.

      "Resuming the session repeats the 403 forever, because the tool result is part of the history and is re-sent every turn."
      Excerpt, RoacherM

      Published Oct 19, 2026self-described: Droid 0.244.0 on macOS, Claude Opus 5.5 at high effort

      Practitioner account, pseudonymous; structured test; counts toward Reliability

    3. Mixed

      NDilanka, GitHub user on the Factory desktop app

      Windows: Defender quarantining an active session transcript crashes the turn (EUNKNOWN, unhandled rejection) and silently hides the sessionGitHub issue

      Windows Defender quarantined a live Droid transcript; the turn crashed, output was lost and the session vanished without explanation.

      Published Oct 6, 2026self-described: Windows 11

      Practitioner account, pseudonymous; direct use; counts toward Reliability

    4. Mixed

      drawmeanelephant, GitHub user running Agent Readiness reports, self-described

      Readiness reports can evaluate a stale worktree without warningGitHub issue

      A readiness report silently scored a stale worktree at 47.76% (Level 3); the current commit scored 80.60% (Level 5), making the result misleading.

      Published Sep 28, 2026

      Practitioner account, pseudonymous; direct use; counts toward Delivered outcomes

    5. Mixed

      joshwilhelmi, GitHub user running droid exec under a sandbox

      Execute SIGKILLs every command when ps is unavailable: factory-execute-supervisor treats a failed liveness probe as owner deathGitHub issue

      In sandboxes without ps, every Droid Execute call is SIGKILLed within milliseconds because its supervisor treats a failed probe as owner death.

      Published Sep 16, 2026self-described: macOS with sandbox-exec; also Ubuntu with Docker

      Practitioner account, pseudonymous; structured test; counts toward Reliability

    6. Mixed

      thedevtoni, GitHub user running droid-action automated PR review on a private repository

      Validator submits duplicate reviews when it believes its tool-call bodies were truncated (glm-5.3, two-pass review)GitHub issue

      droid-action two-pass review with glm-5.3 posted the same review four times and clipped comment bodies, forcing a cleanup step in their workflow.

      Published Sep 5, 2026self-described: Private repository, CI code review

      Practitioner account, pseudonymous; ran the rollout; counts toward Delivered outcomes, Reliability

    7. Mixed

      Roderick-Clemente, GitHub user systematically testing droid exec, self-described

      droid exec --mission performs no work and reports success (num_turns 0, zero tokens, exit 0)GitHub issue

      droid exec with --mission did no work yet reported success with zero turns, tokens and credits, while the same task without --mission edited the file.

      Published Aug 3, 2026

      Practitioner account, pseudonymous; structured test; counts toward Reliability

    8. Mixed

      Antaripa Saha, machine learning engineer at Parlance Labs

      Do Automated Evals Work?Company research article, Parlance Labs

      Saha and coauthor Hamel Husain tested Droid on production apartment-leasing traces: it achieved 84.6% recall and 83.3% precision, with 10 false positives. They found coding agents competitive with dedicated evaluation platforms, but every tested system missed business-context failures and needed human annotations.

      "Factory Droid (GPT-5.5 High) 84.6% 83.3% 17 10…"
      Excerpt, Antaripa Saha
      "General-purpose coding agents like Claude Code, Codex, and Factory Droid were competitive with the platforms."
      Same speaker
      "No system we tested did the one thing that would have helped most: interview us. Every tool treated error analysis as a one-shot task, with traces in and a report out."
      Same speaker

      Published Jul 11, 2026Parlance Labs evaluation using 100 production traces from Nurture Boss

      Practitioner account, name and role on their organization's own page; structured test; counts toward Delivered outcomes

    9. Negative

      Electronic-File-4652, Reddit user in r/FactoryAi

      Operation failed - check parametersReddit post

      Droid used up their 5-hour usage limit by failing to create files about 50 times in a row with the same error.

      Published Jul 1, 2026self-described: Droid CLI file creation

      Practitioner account, pseudonymous; direct use; counts toward Reliability, Cost predictability and limits

    10. Mixed

      mlcarl, GitHub user running Droid Missions, self-described

      ProposeMission tool crashes with "undefined is not an object (evaluating 'H.length')" in droid 0.150.1GitHub issue

      After a 19-hour Mission completed successfully, every new Mission failed because ProposeMission crashed in droid 0.150.1 with a BYOK GLM model.

      Published Jun 18, 2026

      Practitioner account, pseudonymous; structured test; counts toward Delivered outcomes, Reliability

    11. Negative

      jm3823, Reddit user in r/FactoryAi

      Droid no longer better than cc or codexReddit post

      jm3823 says Droid fell behind Claude Code and Codex after Factory's focus on the app and Droid Core, and that Missions now take two days to accomplish nothing.

      Published Jun 3, 2026self-described: Earlier Droid user, Missions

      Practitioner account, pseudonymous; direct use; counts toward Delivered outcomes, Reliability

    12. Mixed

      hdot123, GitHub user on a Factory team plan, self-described

      Bug: BYOK session fails with empty response, code-server SIGABRT on new sessionGitHub issue

      A failing BYOK GLM-5.2 proxy gave only an opaque empty-response error and then left the CLI unable to start new sessions until processes were killed.

      Published May 5, 2026

      Practitioner account, pseudonymous; structured test; counts toward Reliability, Operational control

    13. Negative

      Academic-Assignment2, Reddit user in r/FactoryAi

      Subagent FailuresReddit post

      With BYOK models only, the commenter's subagents fail consistently on Linux and Windows. They found few fixes from other users.

      Published May 1, 2026self-described: BYOK only, Linux and Windows

      Practitioner account, pseudonymous; direct use; counts toward Reliability

    14. Negative

      jrhabana, Reddit user in r/FactoryAi

      How to fix "factoryd appears to be unavailable.."Reddit post

      Workers keep failing with a factoryd-unavailable error on several BYOK providers, and restarting and resuming rarely works.

      Published Apr 20, 2026self-described: BYOK models through Z.ai, Ollama Cloud, and Fireworks

      Practitioner account, pseudonymous; direct use; counts toward Reliability

    15. Mixed

      hboon, Independent developer (30 years experience, per profile posts)

      Comment on: OpenCode - Open source AI coding agentHacker News comment

      Switched to Droid because Claude Code broke too often; Droid also broke occasionally, so hboon stopped upgrading it.

      Published Mar 21, 2026self-described: Building own products

      Practitioner account, pseudonymous; direct use; counts toward Reliability, Adoption and upkeep

    16. Negative

      mylifeasacoder, Reddit user in r/FactoryAi

      Tried Droid for a few simple features. Scratched it off the list.Reddit post

      On a free trial with GPT-5.3-Codex, Droid wrote about 605 lines for one feature. It only half worked after 2 to 3 retries and used about 1 million tokens. Claude Code found and fixed the root cause.

      Published Mar 3, 2026self-described: Free trial, a Node.js feature on GPT-5.3-Codex

      Practitioner account, pseudonymous; direct use; counts toward Delivered outcomes

    17. Mixed

      theturtletalks, Hacker News commenter, self-described

      Comment on: How Google got its groove back and edged ahead of OpenAIHacker News comment

      Runs GPT-5.2, Opus 4.5 and Gemini 3 in Droid CLI; Gemini loops and breaks tool calls, sometimes corrupting a thread so it cannot be rewound to another model.

      Published Jan 8, 2026

      Practitioner account, pseudonymous; direct use; counts toward Reliability

    18. Mixed

      Jeremy Grove, Developer and author of MediaDataFusion guides

      Claude Code & Factory AI Droid: Testing Kimi K2 ThinkingVideo, YouTube

      Running one task with Kimi K2 Thinking in Claude Code and in Droid, Jeremy Grove saw Droid's attempts fail much as Claude Code's did.

      Published Nov 11, 2025self-described: One coding task, a Cognitive Map Generator, run in Claude Code and Droid with the same model

      Practitioner account, self-described; structured test; counts toward Delivered outcomes, Operational control

    19. Negative

      Warm_Sandwich3769, Reddit user in r/FactoryAi

      New updates are forcing me to quitReddit post

      A paying user who brought 15 developer friends to Droid says recent updates broke the interface, image attachments for a custom GLM model, and JSON handling, with no changelog or rollback.

      Published Oct 25, 2025self-described: Paid member who brought 15 developer friends to Droid

      Practitioner account, pseudonymous; direct use; counts toward Reliability, Adoption and upkeep

    20. Mixed

      heretiqal, Reddit user in r/FactoryAi

      Droid is really trying hard to encourage me to cancelReddit post

      Mid-refactor, Droid opened a blank session with no memory of the work. heretiqal could not find the old session but still rates Droid above Cursor and Warp.

      Published Oct 22, 2025self-described: Factory web app in Edge, a long refactoring session

      Practitioner account, pseudonymous; direct use; counts toward Reliability

    21. Mixed

      AICodeKing, AI coding tool reviewer

      Droid CLI + GLM-4.6 + FREE 4.5 Sonnet,GPT-5 : Is it really the NEXT CLAUDE CODE?Video, YouTube (AICodeKing)

      AICodeKing tested Droid with Sonnet 4.5 on four projects. Three failed, and the fourth missed a dependency. GLM-4.6 did better. AICodeKing found Factory's agent claims did not match those results.

      "…this correctly either. It did get the bars implemented, but the step counter doesn't work. it almost never oneshots anything. Then I thought maybe it was focused more on large repos. So I tried my open code repo question and it failed…"
      Transcript excerpt, at 6:13Partial support

      Published Oct 3, 2025self-described: Free trial; four test projects with Sonnet 4.5, then GLM-4.6 through a custom provider

      Practitioner account, self-described; structured test; counts toward Operational control, Cost predictability and limits

    22. Mixed

      LouisDeconinck, GitHub user connecting Droid to T3 Code over ACP

      ACP session/set_config_option returns {} instead of required configOptionsGitHub issue

      Droid 0.234.0 returned an invalid ACP config response, making it unusable in T3 Code for every model.

      Published Oct 8, 2026self-described: Linux x64

      Practitioner account, pseudonymous; direct use; counts toward Adoption and upkeep

    23. Mixed

      hrmesquita, GitHub user on the Factory desktop app with BYOK models

      Desktop 0.184.0: new sessions reset custom-model default to auto (custom models missing from picker)GitHub issue

      After updating to Desktop 0.184.0, the author's 14 local custom models briefly show in the model picker and then disappear, and new sessions start on auto, overriding the custom default. It worked on 0.183.2.

      Published Sep 25, 2026self-described: macOS

      Practitioner account, pseudonymous; structured test; counts toward Reliability, Operational control

    24. Mixed

      marovole, GitHub user running Droid with a BYOK OpenAI-compatible model

      BYOK generic-chat-completion-api: parallel tool calls with image results create an orphan role:"tool" message -> 400 from strict upstreamsGitHub issue

      With a BYOK OpenAI-compatible model, parallel tool calls returning images corrupt the session history so every later turn fails.

      Published Sep 10, 2026self-described: macOS

      Practitioner account, pseudonymous; structured test; counts toward Reliability

    25. Mixed

      snguyen-cars, GitHub user delegating to custom droids

      Custom droids receive zero MCP tools despite valid configurationGitHub issue

      Custom droid subagents received no MCP tools even though the parent session could call them, so MCP-backed custom droids did not work.

      Published Aug 14, 2026self-described: Jenkins MCP server

      Practitioner account, pseudonymous; structured test; counts toward Operational control

    26. Mixed

      addidotlol, GitHub user of Droid in Zed

      Opening a new thread while another is responding causes Droid to block new threadsGitHub issue

      In Zed, opening a new Droid thread while another streams locks new threads; the Zed Agent and OpenCode did not show the bug.

      Published Apr 25, 2026self-described: Works at fyra stack

      Practitioner account, pseudonymous; structured test; counts toward Reliability

    27. Negative

      Sakrilegi0us, Reddit user in r/FactoryAi

      Droid is failing to compress every time and I have to start a new chat.Reddit post

      Every time the conversation reaches the context window, compression fails with a stream error, and switching models fails too, so Sakrilegi0us starts a new chat.

      Published Nov 5, 2025self-described: Claude Code Max subscription through VibeProxy

      Practitioner account, pseudonymous; direct use; counts toward Reliability

    28. Negative

      GTHell, Reddit user in r/ChatGPTCoding

      Ask Droid CLI to implement some specs and set mode to (Auto) - High and now it destroy the whole OSReddit post

      Running a spec in Auto (High) mode, Droid wiped their WSL Arch installation; a config backup and pushed code limited the loss.

      Published Oct 12, 2025self-described: WSL Arch Linux, Auto (High) autonomy

      Practitioner account, pseudonymous; direct use; counts toward Reliability

    GILD's fact checks, which don't count as sources

    Checked Oct 12, 2026.Factory ships the Droid CLI and desktop app continuously, with 24 release entries in its changelog in September 2026. It tags features that are still maturing. A bug report against one version does not establish that the current version has it. Feature Maturity

    Open them in the record
  2. Permissions & safety controls11 of 15 sources on it raise it as a concernWhat Droid may run or change without approval, how permission rules and hooks behave, and false positives in secret scanning.

    Counted for All practitioners.

    Raised as a concern, 11

    1. Mixed

      glmn, GitHub user building a host around interactive Droid sessions

      permission_prompt Notification hook has no tool name or input ("needs permission to execute 1 tool(s)")GitHub issue

      Droid permission notifications omit the tool and command, so with several sessions open users cannot see which approval is risky without switching terminals.

      Published Oct 7, 2026self-described: Runs several Droid sessions at once

      Practitioner account, pseudonymous; direct use; counts toward Operational control

    2. Mixed

      zach-hammad-vs, GitHub user qualifying the Droid SDK for a restricted tool set, self-described

      ToolSearch remains allowed after acknowledged disabledToolIds updateGitHub issue

      Disabling ToolSearch through the SDK was acknowledged but the tool stayed allowed, blocking their read-only qualification.

      Published Sep 12, 2026

      Practitioner account, pseudonymous; structured test; counts toward Operational control

    3. Mixed

      zyaiire, GitHub user committing evaluation data with Droid

      False positives for SHA-256 hashes and run metadata in Droid-ShieldGitHub issue

      Droid-Shield repeatedly blocked commits of checksums and run metadata as secrets, with no way to approve false positives inside Droid.

      Published Aug 17, 2026self-described: Research or evaluation repository

      Practitioner account, pseudonymous; direct use; counts toward Operational control

    4. Mixed

      Roderick-Clemente, GitHub user systematically testing droid exec, self-described

      .factory/hooks.json is silently never read at project scope (documented primary location)GitHub issue

      Hooks in the documented .factory/hooks.json never fire, so guard hooks silently do nothing while runs exit successfully.

      Published Aug 3, 2026

      Practitioner account, pseudonymous; structured test; counts toward Operational control

    5. Mixed

      Robin Min, Independent developer and author of Surfing

      Droid CLI Review: Hands-On Experience After Free TrialPersonal blog post, Surfing (surfing.salty.vip)

      After several days on the free trial, praises the Droid CLI's concise, clean TUI and model agnosticism, but calls its permission management weak, suspecting every programmer could find 101 ways around its string-array checks. Has recently used Claude Code with Claude Code Router across models.

      Published Jul 3, 2026self-described: Solo; several days on the Droid CLI free trial, compared with Claude Code, opencode, and Gemini CLI

      Practitioner account; direct use; counts toward Operational control, Adoption and upkeep

    6. Mixed

      rjmurillo, GitHub user in a security-constrained organization

      Request: Use SHA-pinned action references for security-constrained repositoriesGitHub issue

      Cannot adopt droid-action for automated PR reviews because it uses unpinned action tags that their SHA-pinning security rulesets reject.

      Published Jan 18, 2026self-described: Repositories with SHA-pinning security rulesets

      Practitioner account, pseudonymous; direct use; counts toward Adoption and upkeep

    7. Mixed

      mediumbrownfox, Reddit user in r/FactoryAi

      Is there a YOLO mode similar to claude code?Reddit post

      mediumbrownfox loves Droid with Gemini 3 but must approve plans every 30 seconds even on Auto (High), and wants a sandboxed mode to let it run alone.

      Published Nov 20, 2025self-described: Personal side projects with Gemini 3

      Practitioner account, pseudonymous; direct use; counts toward Operational control

    8. Negative

      GTHell, Reddit user in r/ChatGPTCoding

      Ask Droid CLI to implement some specs and set mode to (Auto) - High and now it destroy the whole OSReddit post

      Running a spec in Auto (High) mode, Droid wiped their WSL Arch installation; a config backup and pushed code limited the loss.

      Published Oct 12, 2025self-described: WSL Arch Linux, Auto (High) autonomy

      Practitioner account, pseudonymous; direct use; counts toward Reliability

    9. Mixed

      vizh, GitHub user running Droid in Zed over ACP

      ACP mode (droid exec --output-format acp): a new session (session/new) inherits the conversation context of earlier sessions in the same processGitHub issue

      In ACP mode a new Droid session carries the conversation history of earlier sessions in the same process, so a fresh Zed chat remembers another chat.

      Published Oct 1, 2026self-described: macOS, Zed

      Practitioner account, pseudonymous; structured test; counts toward Reliability

    10. Positive

      Apprehensive_Half_68, Reddit user in r/FactoryAi

      Damn impressed with Droid CLIReddit post

      Six parallel Droid agents finished work Apprehensive_Half_68 estimated at several days in a few hours; Spec Mode, session management, and speed impressed, and Droid Shield flagged false secrets.

      Published Oct 13, 2025self-described: Large personal repository; also uses Codex, Gemini, Crush, Copilot, and Claude

      Practitioner account, pseudonymous; direct use; counts toward Operational control

    11. Mixed

      AICodeKing, AI coding tool reviewer

      Droid CLI + GLM-4.6 + FREE 4.5 Sonnet,GPT-5 : Is it really the NEXT CLAUDE CODE?Video, YouTube (AICodeKing)

      AICodeKing tested Droid with Sonnet 4.5 on four projects. Three failed, and the fourth missed a dependency. GLM-4.6 did better. AICodeKing found Factory's agent claims did not match those results.

      "…this correctly either. It did get the bars implemented, but the step counter doesn't work. it almost never oneshots anything. Then I thought maybe it was focused more on large repos. So I tried my open code repo question and it failed…"
      Transcript excerpt, at 6:13Partial support

      Published Oct 3, 2025self-described: Free trial; four test projects with Sonnet 4.5, then GLM-4.6 through a custom provider

      Practitioner account, self-described; structured test; counts toward Operational control, Cost predictability and limits

    Discussed without concern, 4

    1. Mixed

      joshwilhelmi, GitHub user running droid exec under a sandbox

      Execute SIGKILLs every command when ps is unavailable: factory-execute-supervisor treats a failed liveness probe as owner deathGitHub issue

      In sandboxes without ps, every Droid Execute call is SIGKILLed within milliseconds because its supervisor treats a failed probe as owner death.

      Published Sep 16, 2026self-described: macOS with sandbox-exec; also Ubuntu with Docker

      Practitioner account, pseudonymous; structured test; counts toward Reliability

    2. Mixed

      Spiritual_Course4522, Reddit user in r/ClaudeAI

      Factory AI being annoying - how to fix?Reddit post

      Compared with Copilot on the same Claude model, Droid runs many environment-checking commands and writes into the codebase; Spiritual_Course4522 wants it to propose code instead.

      Published Jul 28, 2026self-described: Droid with Claude, compared with GitHub Copilot

      Practitioner account, pseudonymous; direct use; counts toward Operational control

    3. Mixed

      mrwogu, GitHub user building on the Droid Python SDK

      Python SDK 0.1.2 is behind the current Droid JSON-RPC surfaceGitHub issue

      The Python SDK lags the Droid CLI and TypeScript SDK, so tool disabling, structured output and context methods need private APIs.

      Published Jul 27, 2026self-described: AI developer experience at Comarch

      Practitioner account, pseudonymous; direct use; counts toward Operational control, Adoption and upkeep

    4. Positive

      Sid Bharath, Independent writer on AI agents (hands-on Droid tutorial)

      Factory Droid Tutorial: Missions, Skills, and AgentsPersonal blog post, sidbharath.com

      Bharath finds Factory most interesting when the work is larger than a code edit, such as a migration with a planner, several workers, validation and a review trail. Warns that Missions' coordination has a cost: more outputs to review and more tokens spent rediscovering the same context.

      Published Sep 30, 2025self-described: Tutorial rewritten around the current Droid CLI, with Spec Mode, Missions, custom droids, and droid exec

      Practitioner account, self-described; direct use; counts toward Operational control, Cost predictability and limits, Adoption and upkeep

    GILD's fact checks, which don't count as sources

    Checked Oct 12, 2026.Factory documents permission rules, an organization-wide maximum autonomy level, and an OS-level sandbox on macOS and Linux. It states that command rules alone are not operating-system isolation. Autonomy Level

    Open them in the record
  3. Usage and cost8 of 15 sources on it raise it as a concernSpend, rate limits, and model multipliers as usage grows.

    Counted for All practitioners.

    Raised as a concern, 8

    1. Mixed

      ziyou979, GitHub user filing an issue against Factory-AI/factory

      600s host limit cuts off long-thinking Opus responses, causing repeated restarts and wasted usageGitHub issue on Factory-AI/factory

      On a Factory subscription, Opus 5.5 responses that think longer than 600 seconds are cut off and all thinking is discarded. Droid retries once from scratch and hits the same limit, so each attempt costs about 20 minutes and twice the usage with no output.

      "So each attempt costs ~20 minutes and twice the usage, yet produces no output. Retrying the task by hand repeats the same cycle and keeps burning usage."
      Excerpt, ziyou979

      Published Oct 21, 2026self-described: Factory Desktop 0.202.0 on Windows, official Factory subscription without BYOK

      Practitioner account, pseudonymous; structured test; counts toward Reliability

    2. Negative

      sunoval2017, Reddit user in r/FactoryAi

      Fresh usage measurementReddit post

      Measuring the Pro plan on GPT-5.6 Sol, sunoval2017 found the weekly limit equals about 2.94 five-hour windows and the monthly limit about 11.1, tighter than Codex.

      Published Sep 17, 2026self-described: Pro plan, GPT-5.6 Sol

      Practitioner account, pseudonymous; direct use; counts toward Cost predictability and limits

    3. Mixed

      waxyslave, Reddit user in r/FactoryAi

      Why do GPT coding models have such a fetish for dispatching sub-agents?Reddit post

      GPT models in Droid keep spawning sub-agents that block the main thread and burn usage, even though their AGENTS.md forbids them unless asked.

      Published Jul 12, 2026self-described: GPT models in Droid, AGENTS.md rules

      Practitioner account, pseudonymous; direct use; counts toward Delivered outcomes, Operational control

    4. Negative

      Electronic-File-4652, Reddit user in r/FactoryAi

      Operation failed - check parametersReddit post

      Droid used up their 5-hour usage limit by failing to create files about 50 times in a row with the same error.

      Published Jul 1, 2026self-described: Droid CLI file creation

      Practitioner account, pseudonymous; direct use; counts toward Reliability, Cost predictability and limits

    5. Negative

      rameloxnine, Reddit user in r/ClaudeAI

      BEWARE of factory.ai. 10x more expensive than Claude Code and you can't cancel your subscription.Reddit post

      rameloxnine found Droid at least 10 times more expensive than Claude Code and says Factory kept charging after cancellation, with no support response.

      Published Mar 3, 2026self-described: Paid Factory subscription

      Practitioner account, pseudonymous; direct use; counts toward Cost predictability and limits

    6. Mixed

      OliverGeorge8, GitHub user running custom droids from Spec Mode

      Custom droid glm-5.2 pin intermittently falls back to GPT-5.6 SolGitHub issue

      A custom droid pinned to Droid Core glm-5.2 silently ran on the pricier GPT-5.6 Sol parent model during parallel Spec Mode tasks.

      Published Aug 8, 2026self-described: Software engineer, TypeScript, React and Go

      Practitioner account, pseudonymous; direct use; counts toward Operational control

    7. Negative

      mylifeasacoder, Reddit user in r/FactoryAi

      Tried Droid for a few simple features. Scratched it off the list.Reddit post

      On a free trial with GPT-5.3-Codex, Droid wrote about 605 lines for one feature. It only half worked after 2 to 3 retries and used about 1 million tokens. Claude Code found and fixed the root cause.

      Published Mar 3, 2026self-described: Free trial, a Node.js feature on GPT-5.3-Codex

      Practitioner account, pseudonymous; direct use; counts toward Delivered outcomes

    8. Positive

      Sid Bharath, Independent writer on AI agents (hands-on Droid tutorial)

      Factory Droid Tutorial: Missions, Skills, and AgentsPersonal blog post, sidbharath.com

      Bharath finds Factory most interesting when the work is larger than a code edit, such as a migration with a planner, several workers, validation and a review trail. Warns that Missions' coordination has a cost: more outputs to review and more tokens spent rediscovering the same context.

      Published Sep 30, 2025self-described: Tutorial rewritten around the current Droid CLI, with Spec Mode, Missions, custom droids, and droid exec

      Practitioner account, self-described; direct use; counts toward Operational control, Cost predictability and limits, Adoption and upkeep

    Discussed without concern, 7

    1. Positive

      FindingSerendipity_1, Reddit user in r/FactoryAi

      Factory Droid vs Cursor Usage QuotaReddit post

      A new subscriber finds the Droid Core pool of open models useful and generous on top of the standard usage pool.

      Published Aug 16, 2026self-described: New subscriber comparing quotas

      Practitioner account, pseudonymous; direct use; counts toward Cost predictability and limits

    2. Positive

      rmaxdev, Hacker News commenter

      Comment on: GPT 6.1 Sol: Near-Astra intelligence for a fifth of the priceHacker News comment

      Runs a Hermes orchestrator on DeepSeek Flash that delegates heavy development work to Codex and Droid harnesses on subscriptions.

      Published Sep 29, 2026self-described: Heavy personal dev work

      Practitioner account, pseudonymous; direct use; not counted, takes no position

    3. Positive

      hboon, Independent developer

      Comment on: Anthropic says OpenClaw-style Claude CLI usage is allowed againHacker News comment

      Switched to Droid with Opus on Claude Max many months ago and it was the author's favorite combo, but had to stop because "they don't like us proxying requests anymore".

      Published Apr 21, 2026self-described: Building own products

      Practitioner account, pseudonymous; direct use; counts toward Operational control

    4. Mixed

      cambryceyt, Reddit user in r/FactoryAi

      Configured VibeProxy to use OpenAI subscription and having problems with contextReddit post

      cambryceyt moved from Codex to Droid and loves it, but routing an OpenAI subscription through a proxy after running out of Factory credits forces a compaction every few prompts.

      Published Apr 16, 2026self-described: Moved from Codex to Droid; OpenAI subscription through a proxy

      Practitioner account, pseudonymous; direct use; counts toward Reliability, Operational control

    5. Positive

      jared0x90, Hacker News commenter, self-described

      Comment on: GLM-4.7: Advancing the Coding CapabilityHacker News comment

      Asks why "nobody seems to be trying it" with Factory's Droid in the thread, and says Droid BYOK with GLM4.7 "seems like a really cost effective backup" in the little they have experimented with it.

      Published Dec 23, 2025

      Practitioner account, pseudonymous; direct use; counts toward Operational control

    6. Positive

      mengmota, Developer of an OpenCode plugin

      Comment on: Show HN: Oh-My-Opencode: US$24,000 Worth Spent. Built Async agents, Curated AgentsHacker News comment

      After burning about US$24,000 of tokens comparing agents, singles out Droid for precision and copies that trait into an OpenCode plugin.

      Published Dec 15, 2025self-described: Solo comparison of coding agents

      Practitioner account, pseudonymous; direct use; not counted, repeats a stronger account

    7. Positive

      travbarb, Reddit user in r/ClaudeCode

      droid + sonnet 4.5Reddit post

      Says the Droid CLI with Sonnet 4.5 feels like a completely different thing from Claude Code: every problem Claude Code fell to pieces on, Droid is basically one-shotting. Still in the free token window after many hours, with the understanding that it is "expensive maybe" from there.

      Published Sep 30, 2025self-described: Complex personal projects, free trial tokens

      Practitioner account, pseudonymous; direct use; counts toward Delivered outcomes

    GILD's fact checks, which don't count as sources

    Checked Oct 12, 2026.Individual plans run on rolling 5-hour, 7-day, and 30-day rate limits at per-model multipliers. They include a free Droid Core fallback and prepaid Extra Usage. Sources written under the earlier token-allowance plans describe a pricing model Factory has since replaced. Individual Plans

    Open them in the record
  4. Context & compactionAll 7 sources on it raise it as a concernSessions that lose earlier context, fail to compress at the context limit, or need frequent manual compaction.

    Counted for All practitioners.

    1. Mixed

      vizh, GitHub user running Droid in Zed over ACP

      ACP mode (droid exec --output-format acp): a new session (session/new) inherits the conversation context of earlier sessions in the same processGitHub issue

      In ACP mode a new Droid session carries the conversation history of earlier sessions in the same process, so a fresh Zed chat remembers another chat.

      Published Oct 1, 2026self-described: macOS, Zed

      Practitioner account, pseudonymous; structured test; counts toward Reliability

    2. Mixed

      kasajian, GitHub user of Droid CLI on Windows

      Running droid doesn't see AGENTS.md file in user's .factory folder if it's a symlinkGitHub issue

      Reports that on Windows the droid CLI does not see an AGENTS.md in the user's .factory folder when it is a symlink, and works once the file is copied there. Doesn't know if it is Windows only.

      Published Sep 18, 2026self-described: Windows

      Practitioner account, pseudonymous; direct use; counts toward Adoption and upkeep

    3. Mixed

      cambryceyt, Reddit user in r/FactoryAi

      Configured VibeProxy to use OpenAI subscription and having problems with contextReddit post

      cambryceyt moved from Codex to Droid and loves it, but routing an OpenAI subscription through a proxy after running out of Factory credits forces a compaction every few prompts.

      Published Apr 16, 2026self-described: Moved from Codex to Droid; OpenAI subscription through a proxy

      Practitioner account, pseudonymous; direct use; counts toward Reliability, Operational control

    4. Negative

      Sakrilegi0us, Reddit user in r/FactoryAi

      Droid is failing to compress every time and I have to start a new chat.Reddit post

      Every time the conversation reaches the context window, compression fails with a stream error, and switching models fails too, so Sakrilegi0us starts a new chat.

      Published Nov 5, 2025self-described: Claude Code Max subscription through VibeProxy

      Practitioner account, pseudonymous; direct use; counts toward Reliability

    5. Mixed

      Oliver, Author of a Substack newsletter on AI tools (aileverage.substack.com)

      ChatGPT Codex vs FactoryNewsletter, aileverage.substack.com

      Testing Codex and Factory on the same two tasks, Oliver found Factory's custom droids strong at planning and repo comprehension, but its system prompts can overwrite messages in longer chats and GitHub repo linking doesn't always work. Codex felt steadier building the speech-to-text app.

      Published Sep 30, 2025self-described: Solo; first use of Factory, building the same Windows voice-dictation app in Codex and in Factory

      Practitioner account, self-described; structured test; counts toward Delivered outcomes, Reliability, Operational control, Adoption and upkeep

    6. Mixed

      RoacherM, GitHub user filing an issue against Factory-AI/factory

      Reading a file that quotes a blocklisted client phrase 403s the session, false positive, misreported as auth failureGitHub issue on Factory-AI/factory

      After Droid read a design note that quoted phrases on Factory's backend blocklist, every later request in the session failed with a 403 reported as an authentication failure. Resuming or compacting the session could not clear it, because the file text stays in the history.

      "Resuming the session repeats the 403 forever, because the tool result is part of the history and is re-sent every turn."
      Excerpt, RoacherM

      Published Oct 19, 2026self-described: Droid 0.244.0 on macOS, Claude Opus 5.5 at high effort

      Practitioner account, pseudonymous; structured test; counts toward Reliability

    7. Mixed

      heretiqal, Reddit user in r/FactoryAi

      Droid is really trying hard to encourage me to cancelReddit post

      Mid-refactor, Droid opened a blank session with no memory of the work. heretiqal could not find the old session but still rates Droid above Cursor and Warp.

      Published Oct 22, 2025self-described: Factory web app in Edge, a long refactoring session

      Practitioner account, pseudonymous; direct use; counts toward Reliability

    GILD's fact checks, which don't count as sources

    Checked Oct 12, 2026.Factory documents AGENTS.md as the place for durable project instructions, commands, and guardrails. Conventions then survive a new session even when the conversation history does not. AGENTS.md

    Open them in the record

Where the evidence agrees

Statements this group's sources agree on, then the ones close to agreement.

Close to agreement: each needs 17 supporting sources

  1. Below threshold

    The same model performs differently inside Droid than inside other agents, so the harness matters alongside the model.

    8 supporting sources
  2. Below threshold

    Planning the change first, in Spec Mode or with a stronger model writing the spec, produces better results than letting Droid edit straight away.

    6 supporting sources

Where it disagrees

Questions the sources split on, with the count on each side.

  • Evidence remains split

    Is Droid a team's main coding agent, or a second tool beside another?

    • Main agent, 9 sources

      Some moved their daily work to Droid, often for model choice, and dropped other subscriptions.

    • Second tool, 14 sources

      Others keep Claude Code, Codex, or another agent as their main tool and use Droid for comparison or backup.

  • Evidence remains split

    How much should Droid do before a human checks in?

    • Broader autonomy, 4 sources

      Some run high autonomy, Missions, or parallel droids and review the result.

    • Tighter steering, 2 sources

      Others want Droid to propose changes and run fewer commands on its own.

The evidence

Whose experience this is

The three groups, then every practitioner by the context they work in, and how emphasis changes with scale.

Three groups drawn from the same sources. Choose a group to select whose experience counts. Within that group, each author counts once in the practitioner sentiment, with their latest view. Signals open on All practitioners. Leaders and teams have 4 accounts; GILD prints their sentiment from 20.

  • Engineering leaders and teams

    7 sources. These accounts focus on team rollout, automated review in CI, shared policy, usage cost, and what changes when Droid moves from one engineer to many.

  • Individual builders

    78 sources. These accounts focus on model choice, planning, whether a session finishes, and how Droid compares with the other agents each builder runs.

  • All practitioners

    85 sources. These accounts give the broadest read. They mix solo and team settings, which can reach different conclusions about Droid.

85 sources from practitioners, by the context they work in. Filled rows count for this group.

  1. Individual practitionerSolo developers and independent builders78 sources, counted here

    Emphasizes Model choice, planning, and whether a session finishes

  2. Very small team2 to 10 engineers4 sources, counted here

    Emphasizes Automated review in CI and several sessions at once

  3. Professional team11 to 50 engineers, or a named company's team2 sources, counted here

    Emphasizes Merged work and cost per change

  4. Technical leadershipLeaders setting adoption across teams1 sources, counted here

    Emphasizes Model policy and whether engineers keep using it

  5. Organization-wideEnterprise or company-wide rolloutNo sources from this setting yet

What changes with scale. Individual builders judge Droid on model choice, on whether a session finishes, and on how fast the plan's limits run out. The seven multi-person accounts turn to automated review, parallel sessions, release stability, and how Droid compares with other agents.

Where the sources come from

Where this group's sources were published.

Counted for All practitioners, from 85 sources. Change group

103 sources for this group, 18 of them documentation

  • Developer communities & issue trackers69, 67% of 103 sources
  • Product documentation18, 17% of 103 sources
  • Talks & videos10, 10% of 103 sources
  • Engineering blogs & reviews6, 6% of 103 sources

Older evidence is retained when it still applies. Sources that depend on a changed plan, price, or product surface stay in the history, marked Needs a recheck.

See sources by origin

The record

Who each source is, how it knows, whether it still applies and what it counts toward.

About this read

What changed, and how we count

What changed

  • Nov 1, 2026: by the owner's decision, a record whose own words state no overall view of Factory now casts no vote; it still counts toward its topics and is listed, and 30 records that counted leave the vote this way. Leaders and teams stay unscored, individual builders move from +17 to +24 and all practitioners from +16 to +22.
  • Each source links to an English-language page dated 2025 or later and names its author and publication date.
  • The page shows a finding only when at least 5 sources from 3 different authors discuss it. A disagreement requires at least 2 sources on each side.
  • Leaves out Codebase understanding (4 sources), the gap between Factory's benchmark claims and real results (4), and whether Droid saves time once rework is counted (3). Each falls short of the rule: 5 sources from 3 authors.
  • Excludes accounts by Factory staff, including changelog posts on r/FactoryAi, creators who received extra usage from Factory for the work they report, and Factory's own customer stories. Those stories appear elsewhere on the product page, labeled as vendor case studies.
  • Oct 25, 2026: added two October 2026 GitHub issues, a 600-second cutoff that discards long Opus responses and a false-positive 403 that ends a session.

Method

A running review of what engineering teams report about Factory, from individual builders to engineering leaders. Each finding links to its sources, and each conflict shows both sides.

Counts cover only the sources GILD reviewed.

Who counts

Engineering leaders and teams
Very small team, Professional team, Technical leadership, Organization-wide
Individual builders
Individual practitioner
All practitioners
Everyone in the leaders and teams and individual builders groups

Choose a group to select whose experience counts. Within that group, each author counts once in the practitioner sentiment, with their latest view. GILD files each source in a group from how the account describes its author. A role or employer marked self-described is what the source states about themselves. Documentation checks facts for every group and never counts toward sentiment.

How the numbers work

  • Overall signal. Positive votes minus negative ones, per 100 votes from the sources that take a side. Each author counts once, with their latest view, whoever they are and wherever they posted. The older weighted reading, where accounts GILD matched to a named person count three times when GILD lists the author among engineering leaders and twice otherwise, is shown beside it as a second view. Where an author wrote more than one source, the line beside the split gives the votes, one per author, so the score follows from it. When one author's sources from the same day disagree, that author counts as mixed, and a half point rounds away from zero. On the AI coding agent hubs, each account's overall stance comes from GILD's blind coding: two models from different families read the source's own words without seeing each other's codes, and a third settled where they differed. An account that states no overall view there, such as a bug report, casts no vote and still counts toward its topics. Other hubs count the stance stored on each record. Sources with no opinion are listed and not counted. Strong positive is +50 or higher, positive +20 to +49, mixed −19 to +19, negative −20 to −49, strong negative −50 or lower.
  • Weighted reading, second view. Counted the older way, where an account GILD matched to a named person counts two or three times, all practitioners read +16 mixed (method sentiment/S1). GILD printed that number as "GILD score" until October 29, 2026; most of those matches rest on a name or a self-described role.
  • Method change, Oct 30, 2026. GILD changed how practitioner sentiment counts, to one vote per author. Under both methods it reads +16 Mixed. No evidence changed.
  • Correction, Nov 1, 2026. GILD now takes each account's overall stance from its blind two-model coding, and accounts that state no overall view cast no vote. It read +16 Mixed and now reads +22 Positive.
  • Unscored. A group gets a score only with 20 sources from 15 authors. Below that, one source moves the score about 5 points, so the read says "Unscored until 20 sources from 15 authors" and shows its counts.
  • Independence. A source whose author works for the vendor, for one of its partners or programs, or for a competitor, and a page the vendor published or ran, is listed with that tie and counts toward nothing. One author counts on at most two records per product. The line under the score says how many authors and how many separate discussions the counted sources come from: comments in one thread are one discussion.
  • Praise and concerns. How many of the sources that discuss a theme praise it or raise it.
  • Consensus. A statement joins when 20% of the group's sources support it and fewer contradict it. Contradicting sources are counted separately. Below that line a statement shows as building. At 40% or more it reads Strong agreement; below, Recurring point.
  • Disagreements. The count on each side. GILD names no winner and gives no share of all users.
  • Minimum evidence. A finding needs 5 sources from 3 authors; a disagreement also needs 2 on each side. Smaller counts stay in the table below, marked under the minimum.

Labels on a source

A source's date and whether it still applies are separate: a recent post can describe an old version, and an old one can still hold.

Documented
Stated in official documentation.
Reported
A practitioner's account of their own use.
Measured
Backed by the source's own measurements, such as a comparative test or tracked team metrics.
GILD analysis
GILD's check of a claim against official documentation.
Current
Describes the product as it is now.
Still applicable
Older, and the behavior or lesson still holds.
Needs a recheck
May depend on a plan, version or setting that changed since it was written. It keeps counting until GILD rechecks it, since the rest of the account usually holds, and its card says so.
Out of date
No longer accurate. Kept in the record; counts toward nothing current.

Flagged for a recheck, of the sources that take a side: leaders and teams 2 of 4, individual builders 5 of 50, all practitioners 7 of 54.

Limits

  • GILD reviewed 85 public sources: 25 Reddit posts, 17 Hacker News posts, 27 GitHub issues, 9 YouTube videos, a podcast transcript, and 6 English blogs and newsletters. Issues come from Factory's public repositories. GILD kept one per distinct problem, limited GitHub to under a third of the record, and scores each issue as mixed unless its author rejects Droid. A bug report shows a problem without passing a verdict on the product. Video summaries use titles and descriptions because captions were unavailable. Records note disclosed sponsorship or access. Counts do not represent all Droid users.
  • Sources record the plan, version, and model inconsistently; each source shows what it states. Sources from before the Droid CLI launched in late September 2025, or that depend on the token-allowance plans Factory has since replaced with rolling rate limits, are marked Needs a recheck.

Every count, and the sources behind it

14 findings for 3 groups

Each row opens its sources for the group you are reading.

FindingEngineering leaders and teamsIndividual buildersAll practitionersSources
Current readCurrent sentiment1 positive, 2 mixed, 1 negative25 positive, 12 mixed, 13 negative26 positive, 14 mixed, 14 negativeSources
PraiseModel choice0 of 1 positive (under the minimum)15 of 21 positive15 of 22 positiveSources
PraiseDeveloper experience0 of 2 positive (under the minimum)9 of 19 positive9 of 21 positiveSources
PraiseBackground & delegated work1 of 4 positive (under the minimum)6 of 16 positive7 of 20 positiveSources
PraiseEnd-to-end execution0 of 0 positive (under the minimum)9 of 9 positive9 of 9 positiveSources
ConcernReliability & bugs3 of 3 raise it (under the minimum)25 of 25 raise it28 of 28 raise itSources
ConcernPermissions & safety controls2 of 2 raise it (under the minimum)9 of 13 raise it11 of 15 raise itSources
ConcernUsage and cost0 of 0 raise it (under the minimum)8 of 15 raise it8 of 15 raise itSources
ConcernContext & compaction0 of 0 raise it (under the minimum)7 of 7 raise it7 of 7 raise itSources
ConsensusPlan before code0 supporting (under the minimum)6 supporting (below threshold)6 supporting (below threshold)Sources
ConsensusThe harness changes results0 supporting (under the minimum)8 supporting (below threshold)8 supporting (below threshold)Sources
DisagreementIs Droid a team's main coding agent, or a second tool beside another?Main agent 0, Second tool 1 (under the minimum)Main agent 9, Second tool 13Main agent 9, Second tool 14Sources
DisagreementHow much should Droid do before a human checks in?Broader autonomy 0, Tighter steering 0 (under the minimum)Broader autonomy 4, Tighter steering 2Broader autonomy 4, Tighter steering 2Sources
Current readEvidence mix25 sources96 sources103 sourcesSources

Fact checks

GILD's checks of claims against official documentation, kept apart from the source counts.

  • Reliability & bugs. Factory ships the Droid CLI and desktop app continuously, with 24 release entries in its changelog in September 2026. It tags features that are still maturing. A bug report against one version does not establish that the current version has it. Feature Maturity, checked Oct 12, 2026
  • Permissions & safety controls. Factory documents permission rules, an organization-wide maximum autonomy level, and an OS-level sandbox on macOS and Linux. It states that command rules alone are not operating-system isolation. Autonomy Level, checked Oct 12, 2026
  • Usage and cost. Individual plans run on rolling 5-hour, 7-day, and 30-day rate limits at per-model multipliers. They include a free Droid Core fallback and prepaid Extra Usage. Sources written under the earlier token-allowance plans describe a pricing model Factory has since replaced. Individual Plans, checked Oct 12, 2026
  • Context & compaction. Factory documents AGENTS.md as the place for durable project instructions, commands, and guardrails. Conventions then survive a new session even when the conversation history does not. AGENTS.md, checked Oct 12, 2026