Prodia如何思考
一个想法，通过五个认知阶段追溯。每个阶段都会发出一个有类型证据——实时可见、计数并记录在决策账本中。
读取实时仓库、血缘和开放的机会界面。
连接您的代码库
粘贴代码库 URL。Prodia 将在三十秒内克隆、索引、感知、假设、验证并最终确定其首个决策。
为软件开发的未来而生
自主改进需要治理、可追溯性和信任。 Prodia 从设计之初就考虑到了这三点。
软件停止改进
工程师停止工作的那一刻
传统开发
- 改进手动进行
- 技术债务累积
- 工程能力有限
AI 编码工具
- 按需生成代码
- 无持续运行
- 无长期学习
Prodia
- 持续改进
- 长周期运营
- 从结果中学习
- 随着时间安全地演进软件
受控适应，持续验证
Prodia 评估代码库，识别候选改进，根据基线验证它们，并仅推广通过衡量的改进。
可衡量的软件演进
适应是被观察、衡量和记录的——而不是被声明的。
持续验证
每个候选更改在持久化之前都经过基线测试。
受控适应
更改在您的组织设定的策略边界内运行。
回滚保证
每个更改都可以被追踪、验证和即时恢复。
证据驱动的改进
结果为下一个决策提供信息——也为下一个主张的限制提供信息。
人工治理的工作流程
权限、审批范围和监督权仍在您的团队。
超越AI编码
下一代软件开发不是更好的代码生成。它是持续自我改进的软件。
持续改进循环。
八个阶段，一个签名周期。每一次循环都会产生证据，淘汰错误的工作，并复合下一个决策。点击任何阶段以检查它消耗什么以及它产生什么。
在2分钟内生成您的第一个证据包。
Connect a public repo or pick a sample. We'll run a single shadow cycle and surface the highest-lift hypothesis.
Five Agents. One Governed Pipeline.
Every Prodia decision moves through a transparent orchestration of specialised agents — observe the system thinking, in real time.
工程师
Blueprint → Mutation
- Generate code mutations under blueprint constraints
- Apply diffs in isolated sandboxes
- Attach lineage & provenance metadata
- Diff strategy
- Sandbox topology
- Lineage anchor
- Signed diff bundle
- Lineage node
- Telemetry hooks
hover a node · click to lock the dossier
A swarm, not a script.
Twelve specialists, one cohesion.
The pipeline you saw earlier runs once per cycle. Underneath, a constellation of role-specific agents works the codebase in parallel — leasing regions, exchanging signed evidence, and escalating to a human the instant policy demands it.
- HANDOFFScout-01 → Refactor-02 · tangled call-graph in /billing/engine (depth 4)
- EVIDENCEAccessor-12 → Refactor-02 · focus ring restored across 7 components
- HANDOFFScribe-08 → Linguist-11 · 4 strings desynced from runtime intent
- LEASEMigrator-10 → DepCurator-06 · reserving db/migrations · TTL 12m · reversible
- ESCALATIONAuditor-05 → Human (sec) · scope drift in auth/session.ts — hold for co-sign
Intelligence you can watch accrue.
Hypotheses are discovered from production telemetry, validated in shadow, proven in canary, and graduated to policy — or falsified and retired. Every promotion is signed, every retirement is recorded. Nothing is silent.
Hypothesis mined from telemetry
Runs offline against production traffic
Live on ≤5% of scope, probes watching
Promoted into policy, falsifiable forever
Falsified or no lift, removed cleanly
Adopted hypotheses, compounding.
High falsification is a feature. It means the bar is honest.
Every promotion signed · every retirement recorded · nothing silent
Memory That Compounds
Every sealed epoch leaves Prodia smarter than the last. Scrub the timeline to watch heuristics crystallise, cross-domain transfers fire, and the failure index decay as memory compounds.
- Heuristics
- 13
- Transfers
- 9
- FI
- 71.1
- FI ↓
- 28.2%
- T-30analyticsinfraProbe-budget calibrationE215
- T-27platformpaymentsQuorum-gated rolloutE211
- T-24searchfrontendGraph-aware ranking signalE208
- T-21paymentsbillingIdempotency re-promotionE205
- T-18analyticsauthAnomaly-score gatingE201
- T-15frontendinfraIdle-budget schedulingE198
Built For Long-Horizon Autonomy
Most AI systems fail when complexity accumulates. Prodia was designed to sustain intelligent behavior across extended execution windows while preserving goals, governance, and operational safety.
Potential business value, framed as evidence — not promises.
Prodia is designed to help organisations explore measurable improvements in maintenance, velocity, consistency, and governance — each supported by ongoing evidence generation.
Lower maintenance overhead
Explore reductions in repetitive engineering work through governed automation.
Faster improvement cycles
Shorten the path from opportunity to validated change inside policy boundaries.
Operational consistency
Apply the same validation and rollback discipline to every change, everywhere.
Governance visibility
Surface what changed, why, under whose authority, and how it can be reverted.
Safer experimentation
Run controlled adaptation behind baseline protection and change isolation.
Compounding evidence
Build a measurable record of outcomes that informs the next decision.
We avoid guarantees. Every claim above is framed as a hypothesis tested against measured outcomes in your environment.
Reclaim engineer-quarters, not headcount.
Every assumption is exposed. Tune toil share, automation lift, and debt yield to your own telemetry — the model recalculates in real time.
360 hrs / week sustained over 13w horizon
Projected lift in shipped increments / cadence, vs. unaided baseline.
One system. Five guarantees.
Governance is not a feature list. It is a single mesh — a policy kernel and five interlocked guarantees, each enforced on every change, every agent, every artifact.
Validation Gates
No change reaches main without clearing the gate stack: type · contract · perf budget · semantic equivalence · isolated execution.
Governance is a wired system, not a checklist.
Eight subsystems exchange signed signals continuously: policy verdicts, risk scores, lineage graphs, approval tokens, rollback proofs, rationales, ledger entries, and compliance attestations. Hover to trace any subsystem's dependencies; click to lock its dossier.
Audit Ledger
Hash-chained record
- Signed entries
- Replay bundles
- Every other subsystem
Six wired systems. One governed surface.
Rollback Integrity, Transfer Learning, Core Safety, Signature Protection, Risk Classification, and Validation Gates run as one live mesh. Trace any system to its peers, then take the controls for yourself in a free guided demo.
?gov=risk#governance-systemsRisk Classification
Continuous tiered scoring across every in-flight action. Tier crossings raise approver count; trip lines halt execution and arm rollback.
- Risk scores
- Trip signals
- Tier deltas
- Lineage scope
- Probe telemetry
- Historical falsifications
Walk the six systems in a free guided demo — no install, no card.
Step through Rollback, Transfer, Safety, Signature, Risk, and Gates on your own scenario. Prefer to read first? Open the trust dossier or book a 20-minute pilot briefing instead.
Five boundaries between intent and effect.
Every action travels a signed path: Human → Policies → Governance Layer → Agent Swarm → Actions. Each boundary is explainable, blockable, and auditable. Hover to inspect; click to lock a stage.
Governance Layer
Decision Court
- Plan validity & rollback proof
- Falsification tests passed
- Lineage & provenance complete
- Plans without rollback
- Unfalsifiable claims
- Stale lineage
- Signed verdict
- Hash-chained ledger entry
- Replay bundle
No stage can be skipped · every boundary is hash-chained to the next
Measured. Not Marketed.
Every claim Prodia publishes is reducible to a measurement, a method, and an entry in the decision ledger. Inspect the streams the system reports about itself.
+38.4% capability index
Self-Calibrated Benchmark Index — measured drift against a frozen, blinded task corpus.
Index recomputed every cycle against a frozen, blinded task corpus. Reported as a delta against the prior epoch. Falsification gates remove unstable mutations before they enter the score.
The Lineage Map
Every accepted mutation chains to its parent across epochs, and ports across repos through transfer hops. Compounding is not a metaphor — it is a graph you can trace.
Autonomous software engineering is a testable hypothesis.
We believe software can become more adaptive, more maintainable, and more resilient through governed, evidence-based automation.
We do not claim that autonomous software engineering is solved.
Our focus is generating evidence, measuring outcomes, and continuously improving safety, reliability, and effectiveness.
Claims require evidence
Every capability statement is bounded by what we have actually demonstrated.
Outcomes are published
We publish outcomes, limitations, and lessons learned as part of responsible development.
Status is honest
Demonstrated, validating, researching, future — each label means something specific.
Join The Founding Partner Program
Early Access
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By invitationShape the platform alongside our research team. Deep collaboration on capabilities and roadmap.
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Approval requiredProduction-scale evaluation with full governance, audit, and compliance support.
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Improved While You Slept?
Join the organisations exploring autonomous software evolution.