`micro loop init` writes an autonomous improvement loop into any repository —
the same planner/builder/triage loop that maintains go-micro, generalized:
- planner (loop-planner.yml): keeps a ranked queue in .github/loop/PRIORITIES.md
- builder (loop-builder.yml): builds the top open item as a single-concern PR,
auto-merged on green CI
- triage (loop-triage.yml): turns CI failures into scoped fix issues
plus .github/loop/NORTH_STAR.md (direction) and PRIORITIES.md (queue).
The agent adapter is mention-based, not hardcoded to Codex: `--agent @codex`
(or any @mention agent that responds on an issue and can run gh), `--token-secret`,
`--branch`, `--ci-workflow`, and cron flags are the whole config-vs-core boundary.
Templates use << >> delimiters so GitHub Actions' own ${{ }} expressions pass
through untouched. `micro loop verify` checks the wiring and flags the two things
the CLI can't: the token secret and branch protection (the green-CI gate).
Built inside go-micro with the config/core split already drawn, so the workflows
can later be extracted to a standalone reusable-workflows repo without a rewrite.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01CmdEY7pYmV5zzwCjNJ4ykL
* docs: complete Ollama provider surface (capability matrix, README, example fixes)
Follow-up cleanup after merging the Ollama provider (#3636):
- Add the `ollama` row to the AI provider capability matrix in the provider
guide, and blank-import `ai/ollama` in provider_capabilities_test.go so the
matrix stays enforced against the registry (the provider registers a stream
but wasn't imported in that test, so its row went unchecked).
- README: bump "7 LLM providers" → 8 and list Ollama (local + cloud); add its
default model (`llama3.2`) to the model table.
- Fix a fictional model name shipped in the example and package doc:
`gemma4:31b-cloud` → `gpt-oss:120b`. gemma4 doesn't exist, and the `-cloud`
suffix is for cloud models proxied through a local Ollama, not the direct
ollama.com/v1 endpoint the example uses.
- Record the provider and the new agent.BaseURL/micro.AgentBaseURL option in
the CHANGELOG [Unreleased] section.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01CmdEY7pYmV5zzwCjNJ4ykL
* loop-release: don't let checkout's persisted GITHUB_TOKEN clobber the PAT push
The daily release job computed the next tag correctly but the tag push 403'd:
"Permission to micro/go-micro.git denied to github-actions[bot]" (run
28554612450). Cause: actions/checkout persists the default GITHUB_TOKEN as an
http.extraheader Authorization credential for github.com, which git sends on
ALL requests to that host — including our manual
`git push https://x-access-token:${PAT}@github.com/...`. The persisted header
overrides the URL-embedded PAT, so the push authenticates as
github-actions[bot], which can't push tags (the job only grants
contents: read).
Set persist-credentials: false so no extraheader is written and the PAT in the
push URL is the only credential used.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01CmdEY7pYmV5zzwCjNJ4ykL
---------
Co-authored-by: Claude <noreply@anthropic.com>
Follow-up cleanup after merging the Ollama provider (#3636):
- Add the `ollama` row to the AI provider capability matrix in the provider
guide, and blank-import `ai/ollama` in provider_capabilities_test.go so the
matrix stays enforced against the registry (the provider registers a stream
but wasn't imported in that test, so its row went unchecked).
- README: bump "7 LLM providers" → 8 and list Ollama (local + cloud); add its
default model (`llama3.2`) to the model table.
- Fix a fictional model name shipped in the example and package doc:
`gemma4:31b-cloud` → `gpt-oss:120b`. gemma4 doesn't exist, and the `-cloud`
suffix is for cloud models proxied through a local Ollama, not the direct
ollama.com/v1 endpoint the example uses.
- Record the provider and the new agent.BaseURL/micro.AgentBaseURL option in
the CHANGELOG [Unreleased] section.
Claude-Session: https://claude.ai/code/session_01CmdEY7pYmV5zzwCjNJ4ykL
Co-authored-by: Claude <noreply@anthropic.com>
Add a dedicated Ollama AI provider (ai/ollama/) that auto-detects
local vs cloud mode based on the base URL:
- Local Ollama: native /api/chat endpoint with NDJSON streaming
- Ollama Cloud: OpenAI-compatible /v1/chat/completions with SSE streaming
Both modes support tool calls with a multi-round execution loop.
Add agent.BaseURL option so agents can point at non-default LLM
endpoints (e.g. local Ollama, proxies). Wire it through micro.AgentBaseURL
at the top level.
Include a complete example (examples/agent-ollama/) demonstrating a
knowledge-base service with auto-discovered tools, a custom time tool,
streaming, and env-var configuration for local vs cloud.
Closes#3632
The DevRel pass now keeps the changelog living instead of letting it drift:
each daily run reconciles a Keep-a-Changelog `[Unreleased]` section against the
PRs that actually merged (user-facing entries only; internal loop/CI churn
skipped) and rolls it into a dated version heading whenever loop-release cuts a
new v6.MINOR.PATCH tag. When enough user-facing work has accumulated (roughly a
week's worth, not a near-empty post every day) it also drafts a "what's new"
changelog blog post narrating what shipped.
Autonomy boundary preserved: CHANGELOG.md upkeep is a safe factual change and
rides the auto-merged DevRel PR; the changelog blog post is opened as its own
PR but left for the human to review/merge, since blog voice stays with the human.
Also fix the CHANGELOG preamble: it claimed calendar versions (YYYY.MM) while
tags are semver (v6.MINOR.PATCH). Correct it, add an `[Unreleased]` section
seeded from real recent work, and note the historical 2026.0x headings.
Claude-Session: https://claude.ai/code/session_01CmdEY7pYmV5zzwCjNJ4ykL
Co-authored-by: Claude <noreply@anthropic.com>
There was no working, prominent Discord link. Update the stale invite code
(WeMU5AGxD → G8Gk5j3uXr) everywhere it appeared (README, docs, blog, landing,
SECURITY, issue templates, contrib), and add the link prominently: the site
nav and footer includes (so it shows on every landing/docs/blog page), a
Discord badge + a Community line in the README, and a "Join Discord" button on
the landing.
Co-authored-by: Claude <noreply@anthropic.com>
The framework's depth is strong but the on-ramp is the adoption gap, and the
architect queue had filled entirely with internal hardening. Steer the
architect to weight the developer on-ramp/DX (first-agent tutorial,
discoverable examples, docs wayfinding, install friction, debugging) at least
as highly as internal work — a developer succeeding on their first agent
matters more than another conformance/observability increment. Adoption issues
filed: #3561-#3565.
Also add loop-release.yml: a daily patch release that tags v6.MINOR.PATCH+1
when master has new commits (pushed with the PAT so goreleaser fires), so the
installable framework tracks the loop's daily improvements instead of lapsing.
Minor/major bumps stay with the human.
Co-authored-by: Claude <noreply@anthropic.com>
Rename the autonomous-loop workflows so the Actions list maps to the
long-running-agent harness pattern (planner → generator → evaluator):
architecture-review.yml -> loop-architect.yml "Loop: Architect (Planner)"
continuous-improvement.yml -> loop-builder.yml "Loop: Builder (Generator)"
devrel-review.yml -> loop-devrel.yml "Loop: DevRel"
harness-triage.yml -> loop-triage.yml "Loop: Triage (Evaluator feedback)"
harness.yml stays the shared Evaluator/CI gate (triage still matches it by the
"Harness (E2E)" name). Document the pipeline + role mapping in
CONTINUOUS_IMPROVEMENT.md, and point to it from CONTRIBUTING so the development
process is discoverable. No behavior change — schedules, gates, and required
checks are unaffected.
Co-authored-by: Claude <noreply@anthropic.com>
Close the loop's feedback path: when the live provider-conformance harness
fails, harness-triage.yml dispatches Codex to triage the failing run — read
logs, root-cause, dedupe against open issues, and file scoped codex/enhancement
issues that the hourly increment loop then fixes and the next harness run
verifies. Transient flakes are ignored; breaking/architectural fixes are
escalated as needs-human rather than auto-built. No human in the middle short
of a genuine judgment call. Documented in CONTINUOUS_IMPROVEMENT.md.
Co-authored-by: Claude <noreply@anthropic.com>
Match the real-model conformance cadence to the dev/loop velocity so live
regressions and provider drift surface within the hour instead of up to 24h.
The mock harness already runs on every push/PR; this only changes the live
(credentialed) schedule.
Co-authored-by: Claude <noreply@anthropic.com>
* atlascloud: env-selectable chat model; run conformance on a stronger model
The daily provider-conformance harness fails 4/5 harnesses on Atlas Cloud —
its default chat model answers agent/tool-use conformance prompts
conversationally instead of performing the task. Atlas is currently the only
provider with a key configured, so the whole live run is red.
Make the Atlas Cloud provider honor an ATLASCLOUD_MODEL env override (falling
back to the existing default), and set it in the harness workflow to a
stronger tool-use model (Qwen3, overridable via an Actions variable). No
change to the default for normal use.
* atlascloud: use minimaxai/minimax-m3 for conformance model
---------
Co-authored-by: Claude <noreply@anthropic.com>
Codex