Kodiqa Agent

v3.13.0 Feature

This release adds 1 notable feature for engineering teams evaluating rollout.

Published 1mo AI Agents & Assistants

✓ No known CVEs patched

✓ No known CVEs patched in this version

Topics

ai-coding-agent claude cli coding-assistant developer-tools ollama

+2 more

openai python

Summary

AI summary

Added optional TOON encoding for JSON tool results reducing token usage by ~60% on large uniform data.

Type	Severity	Summary	CVE
Feature	Medium	Adds optional `/toon` endpoint to re-encode JSON results into TOON format. Adds optional `/toon` endpoint to re-encode JSON results into TOON format. Source: llm_adapter@2026-06-07 Confidence: high	—
Performance	Low	TOON encoding reduces token count by ~60% on large uniform data. TOON encoding reduces token count by ~60% on large uniform data. Source: granite4.1:30b@2026-06-07-audit Confidence: low	—

Full changelog

/toon (opt-in) — re-encode JSON tool results into TOON (Token-Oriented Object Notation): an array's field names are written once like a CSV header instead of repeated on every row, and scalar arrays are inlined. On large uniform data that's ~60% fewer tokens than JSON (a 50-row array: 788 → 281 tokens). It only swaps in TOON when the result is genuinely shorter (never makes output larger), and non-JSON results pass through untouched. Pairs well with MCP servers that return big JSON payloads.

test_toon.py — encoder (tabular/scalar arrays, nesting, JSON fallback, quoting, numeric-string preservation) and maybe_toon (savings, never-longer, pass-through). 443 total; ruff + CI green.

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