LD3 FRAMEWORK (agento) v0.7.2

●AGENTOIN BUILD

AGENTO

A software production line: 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

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

4 ENTRIES·STREAM ACTIVE

[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

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BUILD·YEAR / 2026·ROLE / Sole architect