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feat(providers/pi): best-effort structured output via prompt engineering#1297

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coleam00 merged 1 commit intodevfrom
feat/pi-structured-output-fallback
Apr 19, 2026
Merged

feat(providers/pi): best-effort structured output via prompt engineering#1297
coleam00 merged 1 commit intodevfrom
feat/pi-structured-output-fallback

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@coleam00 coleam00 commented Apr 19, 2026

Summary

Pi's SDK has no native JSON-schema mode (unlike Claude's outputFormat / Codex's outputSchema). Previously Pi declared structuredOutput: false and any workflow using output_format: silently degraded — the node ran, the transcript was treated as free text, and downstream \$nodeId.output.field refs resolved to empty strings.

8 bundled / repo workflows across 10 nodes were affected:

  • `archon-create-issue` (extract-intent)
  • `archon-fix-github-issue` (×2 nodes)
  • `archon-ralph-dag`
  • `archon-smart-pr-review`
  • `archon-workflow-builder` (extract-intent)
  • `archon-validate-pr`
  • `e2e-codex-smoke`
  • `reproduce-issue`

Implementation

  1. Prompt augmentation (`pi/provider.ts`): when `requestOptions.outputFormat` is present, append a "respond with ONLY a JSON object matching this schema" instruction + `JSON.stringify(schema, null, 2)` to the user prompt before calling `session.prompt()`.

  2. Post-parse on terminal chunk (`pi/event-bridge.ts`): `bridgeSession` accepts an optional `jsonSchema` param. When set, it buffers every assistant `text_delta` and — on the terminal result chunk — parses the buffer via `tryParseStructuredOutput` (trims whitespace, strips ````json / ```` fences, `JSON.parse`). On success, attaches `structuredOutput` to the result chunk (matching Claude's shape). On failure, logs a warn event and leaves `structuredOutput` undefined — the executor's existing `dag.structured_output_missing` path handles degradation (downstream `$node.output.field` refs substitute empty strings, user sees a warning).

  3. Capability flag (`pi/capabilities.ts`): `structuredOutput: false` → `true`. Commented clearly that this is best-effort, not SDK-enforced.

What works, what degrades

Works reliably: GPT-5, Claude (via OpenRouter), Gemini 2.x, recent Qwen Coder, DeepSeek V3 — all follow "JSON only" instructions consistently. Fence-stripper catches the most common compliance slip (model wraps in ````json````).

Degrades cleanly: smaller or older models that emit prose like "Here's the JSON you requested: {...}" before the object. `JSON.parse` fails → `structuredOutput` stays undefined → same behavior as before this PR (but with an explicit warn log so users can diagnose).

Tests added (14 new)

  • `tryParseStructuredOutput` (9): clean JSON, fenced (````json````), bare fences, arrays, surrounding whitespace, empty/whitespace-only, prose-wrapped (correctly fails), malformed, inner backticks preserved
  • End-to-end via `PiProvider` (5): schema appended to prompt; absent → prompt unchanged; clean JSON → `structuredOutput` parsed; fenced JSON parses; prose-wrapped → no `structuredOutput` + no crash; no `outputFormat` → `structuredOutput` never set even if assistant emits JSON by accident

Test plan

  • `bun --filter '@archon/providers' test` — 139 tests pass (14 new)
  • `bun run type-check` — all 10 packages green
  • `bun x eslint packages/providers/src/community/pi/` — clean
  • `bun x prettier --check packages/providers/src/community/pi/` — clean
  • Smoke test: run `archon-create-issue` or similar `output_format` workflow on a Pi-backed model (e.g. `openrouter/qwen/qwen3-coder`) and confirm downstream `$node.output.field` refs populate

Blast radius

3 production files touched, ~90 LOC (core) + ~200 LOC (tests). Behavior-preserving when `outputFormat` is absent. Reversible by flipping `PI_CAPABILITIES.structuredOutput` back to `false`.

🤖 Generated with Claude Code

Summary by CodeRabbit

Release Notes

  • New Features
    • Pi provider now supports structured output capability, enabling JSON-formatted responses when requested
    • Added JSON schema-based prompt enhancement that guides the provider to return properly formatted output
    • Structured responses are parsed and returned automatically, with graceful fallback if parsing fails

Pi's SDK has no native JSON-schema mode (unlike Claude's outputFormat /
Codex's outputSchema). Previously Pi declared structuredOutput: false
and any workflow using output_format silently degraded — the node ran,
the transcript was treated as free text, and downstream $nodeId.output.field
refs resolved to empty strings. 8 bundled/repo workflows across 10 nodes
were affected (archon-create-issue, archon-fix-github-issue,
archon-smart-pr-review, archon-workflow-builder, archon-validate-pr, etc.).

This PR closes the gap via prompt engineering + post-parse:

1. When requestOptions.outputFormat is present, the provider appends a
   "respond with ONLY a JSON object matching this schema" instruction plus
   JSON.stringify(schema) to the prompt before calling session.prompt().

2. bridgeSession accepts an optional jsonSchema param. When set, it buffers
   every assistant text_delta and — on the terminal result chunk — parses
   the buffer via tryParseStructuredOutput (trims whitespace, strips
   ```json / ``` fences, JSON.parse). On success, attaches
   structuredOutput to the result chunk (matching Claude's shape). On
   failure, emits a warn event and leaves structuredOutput undefined so
   the executor's existing dag.structured_output_missing path handles it.

3. Flipped PI_CAPABILITIES.structuredOutput to true. Unlike Claude/Codex
   this is best-effort, not SDK-enforced — reliable on GPT-5, Claude,
   Gemini 2.x, recent Qwen Coder, DeepSeek V3, less reliable on smaller
   or older models that ignore JSON-only instructions.

Tests added (14 total):
- tryParseStructuredOutput: clean JSON, fenced, bare fences, arrays,
  whitespace, empty, prose-wrapped (fails), malformed, inner backticks
- augmentPromptForJsonSchema via provider integration: schema appended,
  prompt unchanged when absent
- End-to-end: clean JSON → structuredOutput parsed; fenced JSON parses;
  prose-wrapped → no structuredOutput + no crash; no outputFormat →
  never sets structuredOutput even if assistant happens to emit JSON

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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coderabbitai Bot commented Apr 19, 2026

📝 Walkthrough

Walkthrough

This pull request enables structured output support for the Pi provider by declaring the capability, implementing JSON parsing logic to extract structured data from assistant responses, augmenting prompts with schema information, and connecting these pieces through the provider and event-bridge layers. Changes span capability declarations, parsing utilities, prompt augmentation, and corresponding test coverage.

Changes

Cohort / File(s) Summary
Capability Declaration
packages/providers/src/community/pi/capabilities.ts
Updated PI_CAPABILITIES.structuredOutput from false to true to signal provider support for structured output, with expanded documentation on the best-effort mechanism.
Structured Output Parsing
packages/providers/src/community/pi/event-bridge.ts, packages/providers/src/community/pi/event-bridge.test.ts
Added exported tryParseStructuredOutput() helper to extract JSON from assistant text (handles whitespace, markdown fences, parse failures). Extended bridgeSession() signature to accept optional jsonSchema parameter; when provided, accumulates assistant content into a buffer and attempts parsing on terminal chunks, attaching result or logging warnings on failure.
Provider Integration
packages/providers/src/community/pi/provider.ts, packages/providers/src/community/pi/provider.test.ts
Added augmentPromptForJsonSchema() helper to append schema instructions to prompts. Updated PiProvider.sendQuery() to detect outputFormat requests, augment prompt accordingly, and pass schema to bridgeSession(). Added comprehensive test suite validating prompt augmentation, JSON parsing from clean/fenced output, graceful degradation on prose-wrapped JSON, and behavior when outputFormat is absent.
Registry Tests
packages/providers/src/registry.test.ts
Updated registerPiProvider capability assertion to expect structuredOutput: true instead of false.

Sequence Diagram(s)

sequenceDiagram
    actor User
    participant PiProvider
    participant augmentPromptForJsonSchema
    participant bridgeSession
    participant eventBridge as Event Bridge<br/>(session subscription)
    participant tryParseStructuredOutput
    participant Assistant

    User->>PiProvider: sendQuery(prompt, outputFormat)
    alt outputFormat provided (with schema)
        PiProvider->>augmentPromptForJsonSchema: augmentPromptForJsonSchema(prompt, schema)
        augmentPromptForJsonSchema-->>PiProvider: effectivePrompt (with JSON instructions)
    else no outputFormat
        PiProvider->>PiProvider: effectivePrompt = original prompt
    end
    
    PiProvider->>bridgeSession: bridgeSession(session, effectivePrompt, abortSignal, schema)
    Note over bridgeSession: wantsStructured = schema !== undefined
    
    bridgeSession->>eventBridge: subscribe to session
    loop on message chunks
        Assistant-->>eventBridge: MessageChunk (type: 'text_delta')
        alt wantsStructured
            eventBridge->>eventBridge: accumulate content → assistantBuffer
        end
    end
    
    Assistant-->>eventBridge: terminal chunk (type: 'result')
    alt wantsStructured
        eventBridge->>tryParseStructuredOutput: tryParseStructuredOutput(assistantBuffer)
        alt parse succeeds
            tryParseStructuredOutput-->>eventBridge: parsed JSON object/array
            eventBridge->>eventBridge: attach structuredOutput to result
        else parse fails
            tryParseStructuredOutput-->>eventBridge: undefined
            eventBridge->>eventBridge: log warning, leave structuredOutput unset
        end
    end
    
    eventBridge-->>PiProvider: result chunk (with structuredOutput if successful)
    PiProvider-->>User: AgentMessage (with structuredOutput)
Loading

Estimated code review effort

🎯 3 (Moderate) | ⏱️ ~25 minutes

Possibly related PRs

Poem

🐰 A schema here, a prompt there,
JSON dreams floating through the air,
Pi now speaks in structured prose,
Parser hops where buffered content flows,
From prose to parse—best-effort grace! ✨

🚥 Pre-merge checks | ✅ 2 | ❌ 1

❌ Failed checks (1 inconclusive)

Check name Status Explanation Resolution
Description check ❓ Inconclusive The description covers problem statement, implementation details, scope, tests, and validation; however, several required template sections are missing or incomplete (UX journey diagrams, architecture diagrams, risk labels, linked issues, security impact, compatibility, human verification, rollback plan). Expand the description to include UX journey diagrams (before/after), architecture diagrams with module connections, risk/size/scope labels, linked issue references, explicit security impact assessment, and rollback strategy for production safety.
✅ Passed checks (2 passed)
Check name Status Explanation
Title check ✅ Passed The title clearly and concisely describes the main change: adding best-effort structured output capability to the Pi provider via prompt engineering.
Docstring Coverage ✅ Passed Docstring coverage is 100.00% which is sufficient. The required threshold is 80.00%.

✏️ Tip: You can configure your own custom pre-merge checks in the settings.

✨ Finishing Touches
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  • Create stacked PR
  • Commit on current branch
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Commit unit tests in branch feat/pi-structured-output-fallback

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Actionable comments posted: 2

🤖 Prompt for all review comments with AI agents
Verify each finding against the current code and only fix it if needed.

Inline comments:
In `@packages/providers/src/community/pi/event-bridge.ts`:
- Around line 273-280: When jsonSchema is provided (wantsStructured) validate
the parsed JSON against that schema before attaching it as structured output:
after parsing the chunk JSON (the code around the parsing at lines ~340-343) run
a schema validation step against jsonSchema and if validation fails treat it
like a parse failure—do not set/attach the structured output field on the
MessageChunk and follow the same error/suppression flow as parse errors; use the
existing variables (wantsStructured, jsonSchema, MessageChunk, BridgeQueueItem)
and existing error handling path so schema mismatches are not silently accepted.

In `@packages/providers/src/community/pi/provider.ts`:
- Around line 77-88: The prompt in augmentPromptForJsonSchema forces an "object"
response which conflicts with schemas that may be arrays or scalars and with
tryParseStructuredOutput which accepts non-objects; update the wording to be
schema-root-neutral (e.g., say "Respond with ONLY a JSON value that matches the
schema below" or similar), keep the constraints "No prose before or after... No
markdown code fences", and ensure the function augmentPromptForJsonSchema
returns the revised instruction string so models can return arrays/scalars as
valid JSON matching the provided schema.
🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

ℹ️ Review info
⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: e94a4442-5761-460c-ac7e-b3abcf1a2d17

📥 Commits

Reviewing files that changed from the base of the PR and between 83c119a and 61b7ce5.

📒 Files selected for processing (6)
  • packages/providers/src/community/pi/capabilities.ts
  • packages/providers/src/community/pi/event-bridge.test.ts
  • packages/providers/src/community/pi/event-bridge.ts
  • packages/providers/src/community/pi/provider.test.ts
  • packages/providers/src/community/pi/provider.ts
  • packages/providers/src/registry.test.ts

Comment on lines +273 to +280
abortSignal?: AbortSignal,
jsonSchema?: Record<string, unknown>
): AsyncGenerator<MessageChunk> {
const queue = new AsyncQueue<BridgeQueueItem>();
// Best-effort structured-output buffer. Only accumulates when the caller
// requested a JSON schema; otherwise stays empty and the terminal chunk
// passes through untouched.
const wantsStructured = jsonSchema !== undefined;
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⚠️ Potential issue | 🟠 Major

Validate parsed JSON against jsonSchema before attaching it.

Line 341 only parses JSON, and Line 343 treats any valid JSON as structured output. If the schema requires { area: string } but the model returns {"ok":true}, the executor will suppress dag.structured_output_missing and downstream field refs can silently degrade. Treat schema mismatches like parse failures.

Also applies to: 340-343

🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@packages/providers/src/community/pi/event-bridge.ts` around lines 273 - 280,
When jsonSchema is provided (wantsStructured) validate the parsed JSON against
that schema before attaching it as structured output: after parsing the chunk
JSON (the code around the parsing at lines ~340-343) run a schema validation
step against jsonSchema and if validation fails treat it like a parse failure—do
not set/attach the structured output field on the MessageChunk and follow the
same error/suppression flow as parse errors; use the existing variables
(wantsStructured, jsonSchema, MessageChunk, BridgeQueueItem) and existing error
handling path so schema mismatches are not silently accepted.

Comment on lines +77 to +88
export function augmentPromptForJsonSchema(
prompt: string,
schema: Record<string, unknown>
): string {
return `${prompt}

---

CRITICAL: Respond with ONLY a JSON object matching the schema below. No prose before or after the JSON. No markdown code fences. Just the raw JSON object as your final message.

Schema:
${JSON.stringify(schema, null, 2)}`;
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⚠️ Potential issue | 🟡 Minor

Avoid forcing object-shaped output for every schema.

Line 85 asks for a JSON object, but JSON Schema can describe arrays/scalars and tryParseStructuredOutput already accepts arrays. This can steer Pi models away from valid non-object schemas; use schema-root-neutral wording.

Suggested prompt wording
-CRITICAL: Respond with ONLY a JSON object matching the schema below. No prose before or after the JSON. No markdown code fences. Just the raw JSON object as your final message.
+CRITICAL: Respond with ONLY valid JSON matching the schema below. No prose before or after the JSON. No markdown code fences. Just the raw JSON as your final message.
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@packages/providers/src/community/pi/provider.ts` around lines 77 - 88, The
prompt in augmentPromptForJsonSchema forces an "object" response which conflicts
with schemas that may be arrays or scalars and with tryParseStructuredOutput
which accepts non-objects; update the wording to be schema-root-neutral (e.g.,
say "Respond with ONLY a JSON value that matches the schema below" or similar),
keep the constraints "No prose before or after... No markdown code fences", and
ensure the function augmentPromptForJsonSchema returns the revised instruction
string so models can return arrays/scalars as valid JSON matching the provided
schema.

@coleam00
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Archon PR Validation Report

Verdict: ✅ APPROVE

Summary

This PR correctly addresses a real silent-degradation gap where Pi's provider ignored output_format requests, causing downstream $nodeId.output.field references to silently resolve to empty strings across 8 workflows / 10 nodes. The fix is clean (prompt augmentation + post-parse with graceful degradation), well-tested (14 new tests), follows all codebase conventions, and is fully behavior-preserving when outputFormat is absent.

Bug Confirmation

Claim Main Feature
Pi ignores outputFormat, no prompt augmentation ✅ Confirmed ✅ Fixed — augmentPromptForJsonSchema wired
No structured output parsing in bridgeSession ✅ Confirmed ✅ Fixed — buffer + tryParseStructuredOutput added
$nodeId.output.field silently resolves to "" ✅ Confirmed ✅ Fixed — structuredOutput attached to result chunk
8 workflows / 10 nodes affected ✅ Plausible ✅ All benefit from fix

Fix Quality: 5/5

  • Graceful degradation (parse failure = pre-PR behavior + warning log)
  • 14 comprehensive tests (parsing edge cases + end-to-end provider integration)
  • Minimal blast radius (3 production files, ~90 LOC, fully reversible)
  • Full CLAUDE.md compliance

Issues

No blocking issues found.


Validated by archon-validate-pr workflow

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