What engineering leaders and their teams report about T3 Code, with every finding tied to its evidence.
Read the findingsPractitioner sentiment, all practitioners
+20 Positive from 54 sources that take a side
How this figure is madeFrom 54 authors in 53 discussions. Use a task pilot to measure accepted work and review time.
Mar 2026 to Nov 2026.
67 sources from practitioners, by month and sentiment.
Praise centers on one app for several agents and subscriptions and on its thread sidebar. Stability is the most frequent concern, followed by the nightly build that carries the newest features and by missing team and enterprise controls.
Positive, mixed and negative sources
The score counts each source once, as the split does. See How the numbers work.
See the evidenceBelow: 4 praise themes, 4 concerns and 2 disagreements.
Counted for All practitioners, from 67 sources. Change group
Every capability practitioners describe positively, ranked by how many sources say so. Open one to read who said it.
Counted for All practitioners.
Positive
NoFaithlessness951, Reddit user
Post on Reddit r/codexReddit post or comment
A Codex user audits codebases with a cheaper model and has a stronger model judge and fix the findings, and uses T3 Code because it spawns threads across different harnesses.
Positive
Marco Ieni, Infrastructure Engineer at the Rust Foundation (Bluesky profile) (self-described)
Post on BlueskyBluesky post
A Bluesky user uses T3 Code to review PRs with both Opus and Astra in one prompt.
Positive
AdAutomatic1446, Reddit user
Post on Reddit r/cursorReddit post or comment
A former Cursor user wrote Cursor's quota cuts pushed them to switch fully to Claude Code run through T3 Code and Pi.
Positive
joshka, former OpenAI engineer who worked on the Codex TUI (self-described)
Comment on Hacker NewsHacker News comment
An HN commenter who worked on Codex at OpenAI reports T3 Code is stronger on the UX side for developers than Claude and Codex, and reports they use both Codex and Claude models in it, including sub-agents between them.
Mixed
Responsible-Bar7165, Reddit user
Post on Reddit r/ClaudeCodeReddit post or comment
Asked how people use Claude Code and Codex together, one user runs T3 Code against several Claude and Codex instances over Tailscale through a proxy and calls it fiddly to set up but worth it.
Positive
AvgMetaAbuser, Reddit user
Post on Reddit r/codexReddit post or comment
A user paying for OpenCode Go, ChatGPT Plus and Claude Pro runs all three harnesses in T3 Code while deciding which subscriptions to keep.
Mixed
Jan Marshal, self-described user of multiple models at once (video) (self-described)
Jan Marshal video (YouTube)YouTube video
Jan Marshal rotates Claude, Codex and Cursor in T3 Code, moving to the next as each usage limit runs out. He reports that while many things work well, a lot of things break constantly on the nightly build.
Positive
Dara (DaraDoesCode), has an open PR to T3 Code (video) (self-described)
DaraDoesCode video (YouTube)YouTube video
Dara reports he ran $24,000 worth of tokens across Codex and Claude in 90 days because T3 Code made running both at once easy.
Mixed
Korallis, runs a Linux server for work projects (stream) (self-described)
Ray Fernando video (YouTube)YouTube video
On Ray Fernando's stream, T3 Code user Korallis reports he burned about $12,000 of API-equivalent Claude Code and GPT usage through T3 Code in a week, all within his subscriptions. He reports that T3 Code's built-in browser cannot use the macOS keychain even on the local Mac, which makes signing in to sites painful.
Mixed
Nuno Maduro, self-described CLI user (video) (self-described)
nunomaduro video (YouTube)YouTube video
Nuno Maduro reports T3 Code lets him use ChatGPT and Claude models in the same UI, so he can skip going to OpenCode and the Claude Code CLI. After reviewing a session he called T3 Code solid but said he would only use it if he were not a CLI devotee, so he stays on the terminal.
Positive
George (georgesl.bsky.social), writes 'My AI Journey Blog' ai.georgeliu.com (Bluesky profile) (self-described)
Post on BlueskyBluesky post
A user testing T3 Code reports it organizes his Claude Code and Codex work better and gives combined token usage and cost insights.
Positive
rob, Hacker News commenter
Comment on Hacker NewsHacker News comment
An HN user running the nightly desktop build reports the T3 Code mobile app beats the official Claude Code mobile app and allows switching between their Claude and Codex subscriptions.
Positive
Jeff Escalante, fluid engineering role at Clerk
This Dot Media episode (YouTube)Podcast episode
Jeff Escalante of Clerk, whose daily driver is the Codex desktop app, calls T3 Code his most promising bet because it runs Claude on one thread and GPT on another and could be forked.
Positive
Tonbi, video creator
Tonbi's AI Garage video (YouTube)YouTube video
Tonbi ran Codex, Grok and Claude Opus side by side on one project in T3 Code on Windows.
Mixed
Robbie Palmer, ML expert, full-stack builder, team lead (site meta description) (self-described)
robbiepalmer.meBlog post
Robbie Palmer's accepted architecture decision record (2026-08-02) makes T3 Code the orchestrator for Claude Code, two Codex subscriptions, Grok Build and OpenCode on an always-on Mac mini driven from a phone, and rejects per-harness UIs, writing his own and hosted cloud agents. The same ADR lists the costs: T3 Code is young while the providers it wraps change quickly, remote sessions depend on one host staying up, and agent auth, pairing and network binding must all be kept working together.
Counted for All practitioners.
Positive
Gergő Bocsárdi, Bluesky user
Post on BlueskyBluesky post
A developer replaced his hand-built herdr setup with T3 Code and reports his workflows and orchestration became more token-efficient, with a nicer UX across mobile, tablet and desktop.
Positive
HN user 9cb14c1ec0, Hacker News commenter (self-described)
Comment on Hacker NewsHacker News comment
A Hacker News commenter wrote that T3 Code drops terminal interaction in favour of its own UI and has had an official mobile app for months.
Positive
David (noz.am), Bluesky user
Post on BlueskyBluesky post
A user advises anyone who tried T3 Code more than two months earlier to retry it, saying small annoyances are usually solved.
Positive
viraptor, Hacker News commenter
Comment on Hacker NewsHacker News comment
An HN user who moved from cmux to T3 Code recommends it, citing worktree-per-thread spawning, steer/queue messages, the inbox-style thread list and the built-in browser.
Positive
joshka, former OpenAI engineer who worked on the Codex TUI (self-described)
Comment on Hacker NewsHacker News comment
An HN commenter who worked on Codex at OpenAI reports T3 Code is stronger on the UX side for developers than Claude and Codex, and reports they use both Codex and Claude models in it, including sub-agents between them.
Mixed
Rasmus Wulff Jensen, self-described big Codex fan (video) (self-described)
AI in C# video (YouTube)YouTube video
Rasmus Wulff Jensen, a self-described big Codex fan, switched from the Codex app to T3 Code mainly for its thread sidebar and reports he can never go back. He cannot manage Codex plugins in T3 Code, which can use them as a wrapper on top of Codex, so plugin management stays in the Codex app.
Positive
Matt Styles, Freelance software developer (Bluesky profile) (self-described)
Post on BlueskyBluesky post
A freelance developer who used the Claude Code TUI for a year and dismissed T3 Code at launch reports a week of heavy use converted him.
Positive
epolanski, Freelancer/contractor (HN profile); building Jira/Discord/Teams/GitHub integrations for T3 Code (HN item 49243006) (self-described)
Comment on Hacker NewsHacker News comment
An HN commenter reports T3 Code was mostly coded by LLMs while having a solid architectural foundation and extensive features.
Mixed
Branislav Mateáš, Digital analyst and developer (site bio) (self-described)
bmateas.comBlog post
A freelance analyst and developer on Ubuntu kept T3 Code as his main interface after moving his subscription from Claude to ChatGPT, preferring it to the Codex app, which he found laggy on input. The same reviewer's remaining everyday gap was a clear view of how much subscription usage is left.
Mixed
AICodeKing, video creator
AICodeKing video (YouTube)YouTube video
By July 2026 the same reviewer recommended T3 Code's new inbox-style sidebar, noting it was a nightly-only beta with rough edges.
Positive
kristianc, Hacker News commenter
Comment on Hacker NewsHacker News comment
When the Codex desktop app was folded into ChatGPT, an HN user wrote they would go back to T3 Code unless there was an opt-out.
Mixed
Michael Chernigin, rust dev (Bluesky profile) (self-described)
Post on BlueskyBluesky post
In May 2026, a user wrote t3.codes seemed the best one for now but still had a ton of UX problems.
Positive
Better Stack presenter (unnamed), video creator
Better Stack video (YouTube)YouTube video
Better Stack's launch-week reviewer had to restart the Codex app when it lagged with several agents, and saw no lag after a few hours of multi-agent use in T3 Code.
Mixed
Adam (adamaoc), staff engineer (video) (self-described)
adamaoc video (YouTube)YouTube video
Working a real ticket on the nightly build, a self-described staff engineer saw PR creation from the app fail with an 'Invalid params' error he had seen before. He likes the app after the ticket but tells viewers not to switch from an existing tool, only to try it.
Counted for All practitioners.
Positive
Gergő Bocsárdi, Bluesky user
Post on BlueskyBluesky post
A developer replaced his hand-built herdr setup with T3 Code and reports his workflows and orchestration became more token-efficient, with a nicer UX across mobile, tablet and desktop.
Positive
Joe (CodingPhase), growth manager and business owner (video) (self-described)
CodingPhase video (YouTube)YouTube video
CodingPhase's owner reports his business runs on T3 Remix, his fork of T3 Code, connected to the site's support system, courses and engagement tracking.
Positive
JP (ciantic.bsky.social), Bluesky user
Post on BlueskyBluesky post
A user runs T3 Code inside podman or bubblewrap so it can only reach the directories he allows.
Positive
HN user 9cb14c1ec0, Hacker News commenter (self-described)
Comment on Hacker NewsHacker News comment
A Hacker News commenter wrote that T3 Code drops terminal interaction in favour of its own UI and has had an official mobile app for months.
Mixed
Responsible-Bar7165, Reddit user
Post on Reddit r/ClaudeCodeReddit post or comment
Asked how people use Claude Code and Codex together, one user runs T3 Code against several Claude and Codex instances over Tailscale through a proxy and calls it fiddly to set up but worth it.
Mixed
fratellobigio, Hacker News commenter
Comment on Hacker NewsHacker News comment
An HN user runs T3 Code as a Kubernetes pod with a persistent volume on their Claude subscription and notes there is no official Docker image.
Mixed
Flavio Copes, maintains several websites and products (article text) (self-described)
flaviocopes.comBlog post
Flavio Copes's deep dive reports T3 Code is not presented as an enterprise project-management system with centralized organization roles, shared queues, audit policy and managed compute for a large team. The same deep dive reports unattended operation on macOS needs a logged-in, awake machine and conflicts with FileVault, which makes Linux the cleaner always-on host.
Mixed
r4lph, submitted a companion PR to T3 Code (video) (self-described)
r4lph video (YouTube)YouTube video
r4lph reports that once a thread starts, T3 Code only lets him switch among the same provider's models, unlike Hermes. He runs agents on an isolated remote machine through T3 Code so they only hold the credentials he gave them.
Positive
rob, Hacker News commenter
Comment on Hacker NewsHacker News comment
An HN user running the nightly desktop build reports the T3 Code mobile app beats the official Claude Code mobile app and allows switching between their Claude and Codex subscriptions.
Positive
sebmellen, Founder @ www.cerebrum.com (HN profile) (self-described)
Comment on Hacker NewsHacker News comment
A self-described founder runs T3 Code on a persistent dev box costing under $150 a month and prompts it from laptop or phone over Tailscale, and reports the setup needed a lot of custom tooling.
Mixed
Robbie Palmer, ML expert, full-stack builder, team lead (site meta description) (self-described)
robbiepalmer.meBlog post
Robbie Palmer's accepted architecture decision record (2026-08-02) makes T3 Code the orchestrator for Claude Code, two Codex subscriptions, Grok Build and OpenCode on an always-on Mac mini driven from a phone, and rejects per-harness UIs, writing his own and hosted cloud agents. The same ADR lists the costs: T3 Code is young while the providers it wraps change quickly, remote sessions depend on one host staying up, and agent auth, pairing and network binding must all be kept working together.
Counted for All practitioners.
Positive
Maciej Szamowski, Senior marketer who codes; building the hora calendar app (Bluesky profile) (self-described)
Post on BlueskyBluesky post
A marketer who codes connected his own agent to T3 Code to answer security partners' questions, handing the work to a Claude thread that already knew the repo, so his agent didn't have to dig through it.
Positive
NoFaithlessness951, Reddit user
Post on Reddit r/codexReddit post or comment
A Codex user audits codebases with a cheaper model and has a stronger model judge and fix the findings, and uses T3 Code because it spawns threads across different harnesses.
Positive
Marco Ieni, Infrastructure Engineer at the Rust Foundation (Bluesky profile) (self-described)
Post on BlueskyBluesky post
A Bluesky user uses T3 Code to review PRs with both Opus and Astra in one prompt.
Mixed
Ras Mic, video creator
Ras Mic video (YouTube)YouTube video
Ras Mic reports Orchestrator V2 lets him move work to Claude when his Codex usage limit runs out. He warns that the features he relies on need the nightly build, where things can change or break.
Positive
joshka, former OpenAI engineer who worked on the Codex TUI (self-described)
Comment on Hacker NewsHacker News comment
An HN commenter who worked on Codex at OpenAI reports T3 Code is stronger on the UX side for developers than Claude and Codex, and reports they use both Codex and Claude models in it, including sub-agents between them.
Every concern practitioners raise, most raised first.
Counted for All practitioners.
Negative
smirea, GitHub issue author on pingdotgg/t3code
Issue on pingdotgg/t3codeGitHub issue
After the in-app update to 0.1.0, one user's thread list dropped 24 recent threads without an error; the reporter found the data still on disk and recovered it by re-seeding the new database.
Negative
deepontology, GitHub issue author on pingdotgg/t3code
Issue on pingdotgg/t3codeGitHub issue
On a nightly build, a user measured 156 ms average fsync on his disk and found Orchestrator V2's per-delta event writes stalled the server and dropped clients after about an hour with five concurrent runs.
Mixed
Adam (adamaoc), staff engineer (video) (self-described)
adamaoc video (YouTube)YouTube video
Working a real ticket on the nightly build, a self-described staff engineer saw PR creation from the app fail with an 'Invalid params' error he had seen before. He likes the app after the ticket but tells viewers not to switch from an existing tool, only to try it.
Negative
roc-ops, GitHub issue author on pingdotgg/t3code
Issue on pingdotgg/t3codeGitHub issue
A two-week user reported periodic T3 Code crashes after a macOS update when running four or five subagents, and switched back to Claude Code in the terminal.
Negative
Khannor-PS, GitHub issue author on pingdotgg/t3code
Issue on pingdotgg/t3codeGitHub issue
A user running three Claude Max accounts in T3 Code on macOS reported five incidents in 12 days where the stored Claude OAuth credentials were emptied after T3 or Claude CLI updates, forcing a full re-login each time.
Negative
polski-g, Hacker News commenter
Comment on Hacker NewsHacker News comment
Asked why to use OpenChamber over T3 Code, an HN user answered that OpenChamber has fewer bugs.
Mixed
Jan Marshal, self-described user of multiple models at once (video) (self-described)
Jan Marshal video (YouTube)YouTube video
Jan Marshal rotates Claude, Codex and Cursor in T3 Code, moving to the next as each usage limit runs out. He reports that while many things work well, a lot of things break constantly on the nightly build.
Mixed
Robbie Palmer, ML expert, full-stack builder, team lead (site meta description) (self-described)
robbiepalmer.meBlog post
Robbie Palmer's accepted architecture decision record (2026-08-02) makes T3 Code the orchestrator for Claude Code, two Codex subscriptions, Grok Build and OpenCode on an always-on Mac mini driven from a phone, and rejects per-harness UIs, writing his own and hosted cloud agents. The same ADR lists the costs: T3 Code is young while the providers it wraps change quickly, remote sessions depend on one host staying up, and agent auth, pairing and network binding must all be kept working together.
Counted for All practitioners.
Negative
xixixao, GitHub issue author on pingdotgg/t3code
Issue on pingdotgg/t3codeGitHub issue
On the 0.1.6 nightly, a user reported that expanding unmodified lines in the diff view did nothing, a regression he had seen across several nightlies.
Positive
holbrad, Hacker News commenter
Comment on Hacker NewsHacker News comment
An HN user who uses T3 Code as an agent orchestrator reports its nightly release is a rolling five-hour release with many users, nothing really breaks, and a handful of maintainers merge 100 to 200 PRs a day.
Mixed
Professor LoulouLon (channel), video creator
Professor LoulouLon video (YouTube)YouTube video
Professor LoulouLon's V2 review concludes that teams using one lab and wanting cloud runs or official support are safer on that lab's own app, and that V2 was nightly-only. The same review notes usage telemetry is on by default and can only be turned off with an environment variable.
Negative
deepontology, GitHub issue author on pingdotgg/t3code
Issue on pingdotgg/t3codeGitHub issue
On a nightly build, a user measured 156 ms average fsync on his disk and found Orchestrator V2's per-delta event writes stalled the server and dropped clients after about an hour with five concurrent runs.
Mixed
Adam (adamaoc), staff engineer (video) (self-described)
adamaoc video (YouTube)YouTube video
Working a real ticket on the nightly build, a self-described staff engineer saw PR creation from the app fail with an 'Invalid params' error he had seen before. He likes the app after the ticket but tells viewers not to switch from an existing tool, only to try it.
Mixed
AICodeKing, video creator
AICodeKing video (YouTube)YouTube video
By July 2026 the same reviewer recommended T3 Code's new inbox-style sidebar, noting it was a nightly-only beta with rough edges.
Mixed
Ras Mic, video creator
Ras Mic video (YouTube)YouTube video
Ras Mic reports Orchestrator V2 lets him move work to Claude when his Codex usage limit runs out. He warns that the features he relies on need the nightly build, where things can change or break.
Mixed
Jan Marshal, self-described user of multiple models at once (video) (self-described)
Jan Marshal video (YouTube)YouTube video
Jan Marshal rotates Claude, Codex and Cursor in T3 Code, moving to the next as each usage limit runs out. He reports that while many things work well, a lot of things break constantly on the nightly build.
Counted for All practitioners.
Negative
MarvelTiyjudy, GitHub issue author on pingdotgg/t3code
Issue on pingdotgg/t3codeGitHub issue
A user on a corporate-managed Windows 11 Enterprise machine without admin rights reported T3 Code's in-app update failing three times in two days, leaving the old version running.
Negative
causercode, GitHub issue author on pingdotgg/t3code
Issue on pingdotgg/t3codeGitHub issue
On a corporate-managed Windows 11 machine with endpoint security, T3 Code's in-app update silently failed because the installer signature check exceeded a 20-second timeout; the same nightly updated fine on a personal machine.
Mixed
fratellobigio, Hacker News commenter
Comment on Hacker NewsHacker News comment
An HN user runs T3 Code as a Kubernetes pod with a persistent volume on their Claude subscription and notes there is no official Docker image.
Negative
andybergon, GitHub issue author on pingdotgg/t3code
Issue on pingdotgg/t3codeGitHub issue
T3 Code's integrated browser blocked Okta FastPass sign-in for a GitHub Enterprise Cloud org that enforces Okta SSO, because it offered no way to grant local network access.
Mixed
Flavio Copes, maintains several websites and products (article text) (self-described)
flaviocopes.comBlog post
Flavio Copes's deep dive reports T3 Code is not presented as an enterprise project-management system with centralized organization roles, shared queues, audit policy and managed compute for a large team. The same deep dive reports unattended operation on macOS needs a logged-in, awake machine and conflicts with FileVault, which makes Linux the cleaner always-on host.
No opinion stated
mwaltzer, GitHub issue author on pingdotgg/t3code
Issue on pingdotgg/t3codeGitHub issue
A user asked for AWS Bedrock as a provider because compliance rules at work restrict him to Bedrock.
Mixed
Professor LoulouLon (channel), video creator
Professor LoulouLon video (YouTube)YouTube video
Professor LoulouLon's V2 review concludes that teams using one lab and wanting cloud runs or official support are safer on that lab's own app, and that V2 was nightly-only. The same review notes usage telemetry is on by default and can only be turned off with an environment variable.
Mixed
Robbie Palmer, ML expert, full-stack builder, team lead (site meta description) (self-described)
robbiepalmer.meBlog post
Robbie Palmer's accepted architecture decision record (2026-08-02) makes T3 Code the orchestrator for Claude Code, two Codex subscriptions, Grok Build and OpenCode on an always-on Mac mini driven from a phone, and rejects per-harness UIs, writing his own and hosted cloud agents. The same ADR lists the costs: T3 Code is young while the providers it wraps change quickly, remote sessions depend on one host staying up, and agent auth, pairing and network binding must all be kept working together.
GILD's fact checks, which don't count as sources
Checked Nov 1, 2026.T3 Code's docs state that product usage data, tied to a hashed account or installation identifier, is on by default and turns off with T3CODE_TELEMETRY_ENABLED=false. T3 Code docs: Telemetry
Open them in the recordCounted for All practitioners.
Mixed
HN user CharlieDigital, Hacker News commenter (self-described)
Comment on Hacker NewsHacker News comment
A Hacker News commenter who uses Paseo wrote that Paseo is Apache 2.0 and T3 Code MIT, that T3 Code had no docs site, and quoted a T3 Code repository doc saying a T3 Connect account links up to 3 machines, raised by paid T3 Chat plans, while Paseo's relay has no limits.
Negative
Miyamoto_-_Musashi, Reddit user
Post on Reddit r/codexReddit post or comment
A user who runs several Codex accounts through a CLI proxy with T3 Code reports features such as image generation skills break in that setup, and that their Claude accounts were banned after trying the same with Claude.
Mixed
r4lph, submitted a companion PR to T3 Code (video) (self-described)
r4lph video (YouTube)YouTube video
r4lph reports that once a thread starts, T3 Code only lets him switch among the same provider's models, unlike Hermes. He runs agents on an isolated remote machine through T3 Code so they only hold the credentials he gave them.
Mixed
Michael Chernigin, rust dev (Bluesky profile) (self-described)
Post on BlueskyBluesky post
In May 2026, a user wrote t3.codes seemed the best one for now but still had a ton of UX problems.
Mixed
Rasmus Wulff Jensen, self-described big Codex fan (video) (self-described)
AI in C# video (YouTube)YouTube video
Rasmus Wulff Jensen, a self-described big Codex fan, switched from the Codex app to T3 Code mainly for its thread sidebar and reports he can never go back. He cannot manage Codex plugins in T3 Code, which can use them as a wrapper on top of Codex, so plugin management stays in the Codex app.
Statements this group's sources agree on, then the ones close to agreement.
For all practitioners, no statement reaches 5 sources from 3 authors.
Questions the sources split on, with the count on each side.
Evidence remains mixed
T3 Code, 6 sources
Some moved from the Codex or Claude apps to T3 Code for its sidebar, its mobile app and running several vendors' agents in one place.
The vendor's own app, 3 sources
Others stayed with or went back to the vendor's app or terminal, citing speed, crashes, or a team that uses only one lab.
Evidence remains mixed
T3 Code, 3 sources
Some chose T3 Code over cmux, a hand-built setup or Orca in head-to-head use.
Another agent app, 4 sources
Others prefer Paseo, Orca, OpenChamber, Conductor or herdr for fewer bugs, more control or a different license.
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 5 accounts; GILD prints their sentiment from 20.
5 sources. These accounts come from founders and engineers speaking for a company or team: always-on hosts, pull request review across two models, and whether T3 Code fits a team at all.
62 sources. These accounts emphasize running several agents and subscriptions in one app, the thread sidebar, remote access, and what breaks between builds.
67 sources. This count includes every practitioner: individual builders and the team and leadership accounts together.
67 sources from practitioners, by the context they work in. Filled rows count for this group.
Emphasizes Several agents and plans in one app, the sidebar, and what breaks between builds
Emphasizes A small business running on a fork, and a founder weighing agent apps
Emphasizes Two-model pull request review and agent apps beside a vendor's own
Emphasizes Always-on hosts reached from anywhere
What changes with scale. Individual developers adopt T3 Code to run several agents and plans side by side and leave it over crashes or features that wait on the nightly build. Accounts from inside companies stop at a person's own setup: corporate-managed Windows machines, single sign-on in the built-in browser and compliance-bound providers are where it runs into a company environment.
Where this group's sources were published.
Counted for All practitioners, from 67 sources. Change group
73 sources for this group, 6 of them documentation
Older evidence is retained when it still applies. Accounts of the March alpha, early 0.0.x releases and limits Orchestrator V2 removed stay in the record, marked Superseded or Needs a recheck.
See sources by originWho each source is, how it knows, whether it still applies and what it counts toward.
Newest first, on its own page. Every count above opens its sources there.
Read all 73 sourcesAbout this read
A running review of what engineering teams report about T3 Code, 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.
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.
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.
Flagged for a recheck, of the sources that take a side: leaders and teams 0 of 5, individual builders 11 of 49, all practitioners 11 of 54.
Each row opens its sources for the group you are reading.
| Finding | Engineering leaders and teams | Individual builders | All practitioners | Sources |
|---|---|---|---|---|
| Current readCurrent sentiment | 4 positive, 0 mixed, 1 negative | 20 positive, 17 mixed, 12 negative | 24 positive, 17 mixed, 13 negative | Sources |
| PraiseSeveral Agents and Plans in One App | 2 of 2 positive (under the minimum) | 13 of 13 positive | 15 of 15 positive | Sources |
| PraiseThread Sidebar and Worktrees | 0 of 0 positive (under the minimum) | 14 of 14 positive | 14 of 14 positive | Sources |
| PraiseRemote and Phone Access | 2 of 2 positive (under the minimum) | 9 of 9 positive | 11 of 11 positive | Sources |
| PraiseSub-agents Across Agents | 1 of 1 positive (under the minimum) | 4 of 4 positive (under the minimum) | 5 of 5 positive | Sources |
| PraiseUsage and Cost View | 0 of 0 positive (under the minimum) | 3 of 3 positive (under the minimum) | 3 of 3 positive (under the minimum) | Sources |
| ConcernCrashes, Regressions and Lost State | 0 of 0 raise it (under the minimum) | 8 of 8 raise it | 8 of 8 raise it | Sources |
| ConcernNew Features Ride the Nightly | 0 of 0 raise it (under the minimum) | 8 of 8 raise it | 8 of 8 raise it | Sources |
| ConcernNo Team or Enterprise Controls | 0 of 0 raise it (under the minimum) | 8 of 8 raise it | 8 of 8 raise it | Sources |
| ConcernHard to See Agents Work | 0 of 0 raise it (under the minimum) | 2 of 2 raise it (under the minimum) | 2 of 2 raise it (under the minimum) | Sources |
| ConcernClaude Logins and Limits | 0 of 0 raise it (under the minimum) | 4 of 4 raise it (under the minimum) | 4 of 4 raise it (under the minimum) | Sources |
| ConcernBuilt-in Browser Limits | 0 of 0 raise it (under the minimum) | 3 of 3 raise it (under the minimum) | 3 of 3 raise it (under the minimum) | Sources |
| ConcernMissing Features Against Vendor Apps | 0 of 0 raise it (under the minimum) | 5 of 5 raise it | 5 of 5 raise it | Sources |
| ConsensusRotating plans is a main draw | 0 supporting (under the minimum) | 3 supporting (under the minimum) | 3 supporting (under the minimum) | Sources |
| ConsensusThe newest features ride the nightly | 0 supporting (under the minimum) | 4 supporting, 1 contradicting (under the minimum) | 4 supporting, 1 contradicting (under the minimum) | Sources |
| DisagreementRun agents through T3 Code, or through each vendor's own app? | T3 Code 0, The vendor's own app 0 (under the minimum) | T3 Code 6, The vendor's own app 3 | T3 Code 6, The vendor's own app 3 | Sources |
| DisagreementT3 Code, or another agent app such as Paseo, Orca, OpenChamber, Conductor or herdr? | T3 Code 0, Another agent app 1 (under the minimum) | T3 Code 3, Another agent app 3 | T3 Code 3, Another agent app 4 | Sources |
| Current readEvidence mix | 11 sources | 68 sources | 73 sources | Sources |
GILD's checks of claims against official documentation, kept apart from the source counts.
