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AGENTOIN BUILD

AGENTO

Autonomous AI software factory: multi-agent orchestration that ships real code.

BUILD STATUS
IN BUILD
PIPELINE STAGE
v0.7.2
HUMAN CHECKPOINT
HITL APPROVAL
ORCHESTRATION
MULTI-AGENT
TASTE ANCHOR
GOLDEN REPO
SYSTEM:
LD3 Framework (agento) v0.7.2 — autonomous build pipeline
ORCHESTRATION:
Multi-agent, multi-model under the hood
HUMAN ROLE:
Spec authoring + HITL approval; everything between is agentic
TASTE:
Golden Repo anchoring from two real projects
RETRIEVAL:
Vector-search over prior builds and precedents
RESILIENCE:
Quarantine protocol pulls degraded skill nodes from rotation
OUTPUT:
Production code shipped end-to-end from a brief
PROTOCOL:
Genius Collaboration Protocol
PERFORMANCE & RISK LANDSCAPE
LIVE1D · 5D · 1M · YTD
1007550250LIVE
INFERENCE THROUGHPUT
3.4x ON TUNED LOCAL LAYER
HUMAN CHECKPOINTS
EVERY MERGE
SKILL HEALTH
CONTINUOUSLY SCORED
PIPELINE STAGE
v0.7.2
Throughput and build quality tracked across the spec→ship pipeline. Actively iterating through 2026.
MODULAR DOCUMENTATION6 MODULES
MODULE 01

SPEC INTAKE

Natural-language briefs get parsed into structured specs the planner hands to sub-agents. The parser asks targeted follow-ups instead of guessing.

MODULE 02

GENIUS COLLABORATION PROTOCOL

The orchestration layer that plans a build and routes work across specialized sub-agents, each scoped to its own slice of the spec.

MODULE 03

HITL APPROVAL SURFACE

The single human checkpoint. Every sub-agent output is reviewed — approve, reject with reason, or revise — before it merges. Sub-agents never merge their own work.

MODULE 04

GOLDEN REPO ANCHOR

Taste anchoring from two real projects. Implicit decisions — stack defaults, test conventions, file layout — carry forward so the operator never re-states them.

MODULE 05

VECTOR RETRIEVAL

Vector-search over prior builds and precedents. The closest Golden Repo precedent sets taste defaults for anything the brief leaves unspecified.

MODULE 06

QUARANTINE PROTOCOL

Sub-agents that drift below a health threshold get pulled from rotation until retrained or replaced. A degraded skill silently corrupts every downstream build — catching drift early is the cheap path.

FEATURE HIGHLIGHTS4 FEATURES
FEATURE / 01

Spec-Driven Builds

A free-text brief becomes a structured spec becomes shipped code. Intake is the single human-authored step; everything downstream is agentic.

FEATURE / 02

HITL Approval Board

Inline diffs, decision chips, and per-build lineage — every change has a sub-agent author and an operator approver. Reject/revise reasons re-enter the planner and constrain the next attempt.

FEATURE / 03

Golden Repo Taste Anchoring

The taste vector disciplines code-gen toward in-house conventions, anchored against real shipped codebases rather than generic defaults.

FEATURE / 04

Quarantine Protocol

Health scores blend operator rejections, failed CI gates, and post-merge regressions. Quarantined skills are parked, not destroyed — most return after a retrain pass on the failing examples.

DEVELOPER LOG & SYSTEM UPDATESROLLING · LIVE

The development pipeline ships incremental changes to the live environment. This panel surfaces the most recent deployments, patches, and status events from the operator's bench.

VIEW THE FULL HISTORY UNDER /NOW → ROLLING SYSTEM LOG.

SYSTEM_LOG.TTY
[14:32:10]STATUS:Quarantine protocol fired cleanly on a regressed code-gen node. Skill parked for retrain.
>agento skills --quarantine
[13:58:41]PATCH:Tuned the local inference layer for the spec planner — 3.4x throughput on the same hardware.
>agento infer --tune
[11:20:05]LOG:Golden Repo anchored against the Ghost Matrix codebase. Taste vector now disciplines code-gen toward in-house monospace UI conventions.
>agento golden --anchor
[10:47:22]STATUS:HITL board: build lineage logging every approved card and its authoring sub-agent.
>agento hitl --status
>
BUILD·YEAR / 2026·ROLE / Sole architect