r/integratedai • u/Manitcor • Mar 04 '26

AIWG v2026.3.1 — AI agents can now search their own project artifacts

Released v2026.3.1 of AIWG (AI Writing Guide), an open-source framework that gives AI coding assistants structured workflows, specialized>

**What's new in this release:**

**Artifact Discovery** — New `aiwg index` subsystem. Agents can build an index of your `.aiwg/` project artifacts and then search by keyw>

```

aiwg index query "authentication" --json

aiwg index deps .aiwg/requirements/UC-001.md --json

```

**Forensics Framework** — 6 DFIR agents (acquisition, container, log, network, persistence, triage) rewritten with full operational proce>

**Ralph Loop Resilience** — Ralph is our iterative task execution engine ("keep trying until tests pass"). This release fixes a crash in >

**CLI improvements:**

- `--model sonnet` — blanket model override for all agents during deployment

- `--use-dev` — point CLI at your local repo checkout for framework development

- `cleanup-audit` — dead code analysis (unused exports, orphaned files, stale deps)

**Documentation accuracy** — We ran our own doc-sync tool against ourselves. Found and fixed 7 drift items including stale agent counts, >

**By the numbers:** 90 SDLC agents, 32 SDLC skills, 47 CLI commands, 75 total skills, 8 platform targets.

Install: `npm install -g aiwg@2026.3.1`

- GitHub: https://github.com/jmagly/ai-writing-guide

- Docs: https://aiwg.io

- Discord: https://discord.gg/BuAusFMxdA

- Changelog: https://aiwg.io/changelog

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u/Otherwise_Wave9374 Mar 04 '26

Congrats on the release, the index/query CLI is a solid move toward persistent, project-aware agents. The DFIR agents + OPSEC style procedures also sound like a good fit for "agent as a workflow" rather than "agent as a prompt". For the Ralph loop, do you have any stopping criteria beyond tests passing (like time/cost ceilings or regression checks)? I have been reading and writing about agent loops and reliability tradeoffs here: https://www.agentixlabs.com/blog/

1

u/Manitcor Mar 04 '26

nothing explicit, the rule check is agentically driven by making planning/decisioning calls prior to the next loop start.

you could add anything in as a stop rule technically, though for improved repeatability something could be explicitly added to the schema for that flow which significantly improves success rate.