polymath-ai 0.1.0

Zer0pa Polymath AI — on-device LLM training research infrastructure for multilingual experiments.

Polymath AI

Live window into the Zer0pa lab. Private on-device training infrastructure for multilingual LLM experiments, still gated by device and corpus evidence.

What This Is

Polymath-AI is a private on-device training workstream for multilingual LLM experiments, with corpus, audit, scheduler, and falsifier scaffolds in progress.

It targets the operator's REDMAGIC 10 Pro+ and the ELO selective continual-pretraining method: train boundary layers while keeping the frozen middle eligible for measured device acceleration. The repo is evidence infrastructure first, not a model release.

Pipeline Mechanics

Field	Value
Architecture	ON_DEVICE_LLM_TRAINING_PIPELINE
Training Method	ELO selective continual pretraining: train layer 0 + final layer + LM head, freeze middle layers
Runtime Shape	Host scaffolding now; phone attach and QNN/LiteRT proof paths are gated
Audit Surface	hash-chained audit rows, KG projection, falsifier registry, pending-upload manifests
Boundary	no clinical, surveillance, biometric, undisclosed-weight, or unlicensed-corpus claims

Key Metrics

Metric	Value	Baseline
HOST_TEST_SURFACE	115/115 reported pass	docs/EXECUTION-REPORT.md overnight host run
ELO_QWEN_SMOKE	frozen-hash invariant holds on Qwen2.5-1.5B	Stage 1 smoke in docs/EXECUTION-REPORT.md
FALSIFIER_REGISTRY	19 gates specified	docs/FALSIFIERS.md
DEVICE_GATE	phone/QNN phases blocked until attach/probe	docs/PHONE-ATTACH-RUNBOOK.md; docs/DECISIONS.md

Repo Identity

Field	Value
Identifier	Polymath-AI
Repository	https://github.com/Zer0pa/Polymath-AI
Portfolio	Workstream / on-device training
Visibility	PRIVATE
Default Branch	main
Authority Source	PRD.md; docs/EXECUTION-REPORT.md
License	Not declared in repo root

Readiness

Field	Value
Evidence posture	STAGED
Host scaffold	PASS per overnight execution report
Device execution	BLOCKED until REDMAGIC attach and SoC probe
Corpus use	BLOCKED until license decomposition and corpus manifests are complete
Authority	PRD.md; docs/DECISIONS.md; docs/EXECUTION-REPORT.md

Honest Blocker

Phone attach, QNN/LiteRT compile truth, sustained device telemetry, and licensed corpus execution remain gates. This repo is not yet a production model, public checkpoint, or completed training run.

What We Prove

• The PRD defines an on-device LLM training workstream with explicit boundary, device, corpus, audit, and falsifier gates.
• The overnight execution report records a host scaffold that can be cloned, installed, tested, and resumed by a fresh executor.
• ELO Stage 1 correctness was smoke-tested on real Qwen2.5-1.5B with frozen-hash invariants holding under the reported run.
• The falsifier registry specifies blocking gates for boundary, device, QNN, checkpoint, fertility, thermal, throughput, energy, license, and overclaim failures.
• Corpus policy separates allowed, decision-required, ambiguous, and prohibited license classes before training.

What We Don't Claim

• No production model or public checkpoint is released from this README.
• No clinical, human-subject, surveillance, biometric, identity-inference, or regulatory claim is made.
• No copyrighted or ambiguous corpus is approved for training without explicit license decomposition.
• No QNN/LiteRT acceleration claim is made until compile logs and delegate reports exist.
• No phone-side training result is claimed before REDMAGIC attach, telemetry, and falsifier gates pass.

Verification Status

Code	Check	Verdict
V_01	Host scaffold and test surface reported in docs/EXECUTION-REPORT.md	PASS
V_02	Boundary and audit specifications present	PASS
V_03	Falsifier registry specified	PASS
V_04	Phone attach and SoC probe	BLOCKED
V_05	QNN/LiteRT compile truth table	BLOCKED
V_06	Licensed corpus execution	BLOCKED

Proof Anchors

Path	State
PRD.md	VERIFIED
RESISTANCE.md	VERIFIED
docs/DECISIONS.md	VERIFIED
docs/AUDIT-SPEC.md	VERIFIED
docs/EXECUTION-REPORT.md	VERIFIED
docs/FALSIFIERS.md	VERIFIED

Repo Shape

Field	Value
Proof Anchors	6 display anchors
Workstream	on-device LLM training
Package	polymath_ai/
Runtime Reports	runtime/reports/
Tests	tests/
Support Sections	Boundary; What is in here; Read order; Provenance; Cross-workstream principle

Boundary

Research infrastructure for in silico on-device LLM training and multilingual / multi-domain knowledge model construction. Outputs are research artifacts: model checkpoints, training telemetry, evaluation reports, and throughput measurements. No regulatory certification claims. No clinical or human-subject use. No surveillance, biometric profiling, or identity inference. No model weights distributed without an explicit license attestation. No training on copyrighted material without an explicit corpus-license decomposition. No deployment to production without a falsifier-traced acceptance gate.

What Is In Here

Path	Purpose	Author role
MODUS-OPERANDI.md	Multi-agent pattern and fork-and-own operating discipline	Synthesis agent
HANDOFF-TO-ORCHESTRATOR.md	Polymath-specific brief for the orchestrator	Synthesis agent
HANDOFF-TO-OVERNIGHT-EXECUTOR.md	Executor handoff for device-bound continuation	Orchestrator
ORCHESTRATOR-STARTUP-PROMPT.md	Startup prompt for the Polymath orchestrator	Synthesis agent
PRD.md	Controlling PRD for the on-device training workstream	Orchestrator
RESISTANCE.md	Anti-corruption doctrine binding for every executor	Imported from DM3
source-briefs/	Operator-authored on-device training blueprint	Operator / synthesis input
synthesis/	Fresh-eyes reading of the blueprint	Synthesis agent
docs/	Decisions, audit spec, corpus spec, execution report, falsifiers, and runbooks	Orchestrator / executor
polymath_ai/	Package code for boundary, audit, corpus, device, dispatch, ELO, falsifiers, KG, scheduler, schemas, sync	Executor
tests/	Repo-local test suite	Executor

Read Order For The Next Agent

1. RESISTANCE.md - anti-corruption doctrine. Read first.
2. MODUS-OPERANDI.md - role-chain and fork-and-own operating discipline.
3. PRD.md - controlling product/research requirements for the workstream.
4. docs/DECISIONS.md - binding implementation decisions and disconfirming observations.
5. docs/EXECUTION-REPORT.md - overnight host execution state and blocked gates.
6. docs/PHONE-ATTACH-RUNBOOK.md - next physical-device continuation path.
7. source-briefs/01-on-device-training-blueprint.md - operator-authored source blueprint.
8. synthesis/01-fresh-eyes-on-polymath-blueprint.md - synthesis-agent reframe and missed-opportunity map.

Provenance

• Initial commit: 2026-05-01.
• Operator (Architect Prime, Zer0pa): authored the Pre-PRD Research Synthesis / Blueprint / Engineering Specification dated 2026-05-01.
• Synthesis agent: Claude Opus 4.7, 2026-05-01, applied recursive fresh-eyes pass on top of the blueprint.
• Orchestrator: wrote PRD.md, decisions, and executor handoffs.
• Overnight executor: created host scaffold, tests, audit/corpus/falsifier surfaces, and phone-continuation runbooks.

Cross-Workstream Principle

This workstream runs in parallel with Zer0pa/Health, Zer0pa/Materials, Zer0pa/Energy, and Zer0pa/Synthetic-Biology. Each workstream is built end-to-end as an independent pipeline or project. No substrate is shared at runtime.

Fork-and-own is explicitly permitted. The orchestrator may copy implementation patterns, falsifier-registry shapes, audit-log schemas, plug-replaceability harnesses, KG-node taxonomies, test patterns, and architectural ideas from sibling workstreams and reimplement them inside Polymath. Runtime co-dependency is rejected: no shared running services, databases, corpora, or git imports across workstreams.