{"slug": "my-router-said-sonnet-the-invoice-said-fable", "title": "My router said sonnet. The invoice said fable", "summary": "Ax, a new open-source tool, monitors coding agent sessions to identify repeated mistakes and generate repo-specific fixes. Built by Necmttn, it runs locally with SurrealDB and aims to improve agent performance by turning session data into actionable insights.", "body_md": "# Turn every agent session\n\ninto a better *next run*.\n\nBuilt because we got tired of guessing what actually works.\n\nax watches every session your coding harness runs, spots the mistakes it repeats, and turns them into small, repo-specific fixes you review and apply — one at a time.\n\npaste it - your agent installs ax, labels your skills, and tells you which ones to actually use✓ Copied - paste into your coding agent for the guided setup\n\n## Your sessions, working for the next one.\n\nEvery session lands in one local graph your agent can reach back into — to catch a repeat mistake, replay a clean run, recover the moment a test fails, or grade the harness itself. Same loop, whatever you run it in.\n\n## Mission Control for your agents.\n\nRun `ax serve`\n\nand the whole HUD lights up — archetype sigil, live activity, streaks, token spend by model. The wrapped highlights pop out as ax finds them.\n\nMaps the whole repo before touching a line — reads wide, edits once.\n\n#### 73%\n\n#### lands cheap\n\n- Segment\n\n**the pipeline** · what feeds the graph\n\nFTS median 5.9ms\n\n**128** applied → agents\n\nevery event → typed graph → ranked interventions. local SurrealDB at `127.0.0.1`\n\n. [see /features for the schema →](/features)six forms: **skill** · **guidance** · **subagent** · **hook** · **automation** · **harness_check**\n\n## If it shapes your agent, you should be able to fork it.\n\nAGPL-3.0. Local-first. Typed end to end. Every signal lives in files and a database you own — no cloud, no lock-in. Commercial license available if you need it.\n\n`gh repo clone Necmttn/ax`\n\n`Cloned ax into ./ax`\n\n`cd ax && bun install`\n\n`1 284 packages installed in 4.2s`\n\n`ax daemon start`\n\n`ax dashboard → http://127.0.0.1:1738`\n\n### AGPL-3.0\n\nFree & open · commercial license available\n\n### TypeScript\n\nEnd-to-end, strictly typed\n\n### Local-first\n\nSurrealDB on 127.0.0.1\n\n### Forkable\n\nHack the loop, ship a PR\n\n## Free for your loop. Evidence for your team.\n\nEverything above runs on your laptop, yours to fork. When you need to see how a whole team ships with AI — what’s spreading, what’s stuck, and what should become standard practice — that’s ax for teams.", "url": "https://wpnews.pro/news/my-router-said-sonnet-the-invoice-said-fable", "canonical_source": "https://ax.necmttn.com", "published_at": "2026-06-17 03:35:39+00:00", "updated_at": "2026-06-17 03:52:41.017326+00:00", "lang": "en", "topics": ["developer-tools", "ai-agents", "ai-tools", "machine-learning"], "entities": ["Ax", "Necmttn", "SurrealDB", "TypeScript"], "alternates": {"html": "https://wpnews.pro/news/my-router-said-sonnet-the-invoice-said-fable", "markdown": "https://wpnews.pro/news/my-router-said-sonnet-the-invoice-said-fable.md", "text": "https://wpnews.pro/news/my-router-said-sonnet-the-invoice-said-fable.txt", "jsonld": "https://wpnews.pro/news/my-router-said-sonnet-the-invoice-said-fable.jsonld"}}