




















[ Local-first · git-native · MCP ]
Run Claude Code, Codex, Gemini and Cursor against one repo. Every task has an owner, every handoff has evidence, and the team measurably stops repeating its own mistakes — in git, across every vendor.
$uvx polis-protocol init
● TELEMETRY / REPEAT-ERROR RATE−88%
SINGLE AGENT / UNMANAGED SWARMPOLIS · ACCUMULATES + RE-INJECTS
[ 01 ]The problem// FAILURE MODES
01.A — COLLISION
Two agents, one file, at once.
Claude and Codex both open src/auth/login.py. One silently overwrites the other; work is lost, or the afternoon goes to untangling a merge. A plain repo leaves coordination to luck — and collisions grow with every parallel worker you add. This is the failure that scales worst.
01.B — AMNESIA
They forget.
Every session starts at zero. The same gotcha, re-learned every time.
01.C — SILOS
They're isolated.
Switch vendor, lose the context. No shared memory across tools.
[ 02 ]Proof, measured honestly// REPRODUCIBLE
CONTRACTOPENED CLAIMED +FILES RESERVED SETTLEDWITH EVIDENCE LESSON +GUARDRAIL NEXT TASKPRE-LOADED RE-INJECTED INTO MATCHING FUTURE TASKS
−88%
Repeat errors · 65% → 8%
Polis records each failure as a lesson or guardrail and re-injects it into matching future tasks. The repeat-error rate falls 88% below a memoryless setup — each failure class recurs at most once. A lone agent can't draw that curve; it never accumulates.
# reproduce it yourself
$ polis bench --mode learning
0
Collisions · deterministic
Before touching code, an agent reserves the files. An overlapping reservation is rejected outright — no model judgement, no race. The guarantee a single agent or an unmanaged swarm structurally cannot give.
$ polis reserve src/auth --as claude
$ polis reserve src/auth/login.py --as codex
REJECTED // HELD BY claude
[ 03 ]Operating sequence// ONE _polis/ FOLDER
SEQ.01 — FOUND
Scaffold the polis
Create the workspace; register your agents as citizens.
$ uvx polis-protocol init
SEQ.02 — ROUTE
Open & assign work
Contracts get an owner, acceptance criteria, and a transparent routing reason.
$ polis contract open …
$ polis route --explain
SEQ.03 — COMPOUND
Settle & learn
Settled work files a lesson; the next matching task starts pre-loaded with it.
$ polis contract settle … OK
[ 04 ]Operating envelope// WE BENCHMARKED OUR OWN CLAIMS
[ 05 ]Install// < 5 MINUTES
$uvx polis-protocol init
$pipx install polis-protocol
$polis status
此内容由惯性聚合(RSS阅读器)自动聚合整理,仅供阅读参考。 原文来自 — 版权归原作者所有。