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The Wire · Showcase

LANGCHAIN REFRESHES MODEL PROFILES, OPENROUTER 0.2.7 SHIPS

By RepoJournal · Filed · About AI Agents

OpenRouter integration lands with updated model profiles including Google's Gemini 3.5 Flash Lite, while core token counting gets a performance fix for multi-tool agents.

LangChain released openrouter 0.2.7 [1] with automated model profile refreshes that add four new models and update 42 existing ones across the OpenRouter provider [2]. The headline addition is Gemini 3.5 Flash Lite, bringing 1,048,576 context tokens to agents that need cheap, long-context reasoning [3]. On the core side, a fix to `count_tokens_approximately` [4] now reuses cached `tool_call_schema` for BaseTool instances instead of recomputing OpenAI schemas on every call. For agents managing dozens of schema-rich tools (particularly those using SummarizationMiddleware), this cuts per-turn token counting overhead significantly. Over at OpenHands, two enterprise key management fixes landed [5] [7]: one stops unnecessary key rotation when LiteLLM returns budget-exceeded or transient errors, and another handles managed profile switches by clearing stale member keys [6] [8]. Cline patched two security vulnerabilities: axios bumped to 1.18.0 [9] and js-yaml to 4.3.0 [10]. The desktop client gained one-time routine support and improved run navigation [11], while VSCode integration fixes now reclaim orphaned fallback terminals [12] and make the Proceed While Running decision sticky across command batches [13].

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Action items

References

  1. [1] langchain-openrouter==0.2.7 ↗ langchain-ai/langchain
  2. [2] chore(model-profiles): refresh model profile data ↗ langchain-ai/langchain
  3. [3] chore(model-profiles): refresh model profile data (#39010) langchain-ai/langchain
  4. [4] fix(core): use `tool_call_schema` cache for `BaseTool` token counting in `count_tokens_approximately` (#39020) langchain-ai/langchain
  5. [5] fix(enterprise): avoid rotating keys on LiteLLM non-auth errors ↗ OpenHands/OpenHands
  6. [6] fix: clear member key on managed profile switch ↗ OpenHands/OpenHands
  7. [7] fix(enterprise): avoid rotating keys on LiteLLM non-auth errors (#15267) OpenHands/OpenHands
  8. [8] fix: clear member key on managed profile switch (#15356) OpenHands/OpenHands
  9. [9] fix(security): bump axios to 1.18.0 to resolve multiple CVEs in axios (#12473) cline/cline
  10. [10] fix(security): update js-yaml from 4.1.1 to 4.3.0 (#12456) cline/cline
  11. [11] feat(desktop): add one-time routines and run navigation ↗ cline/cline
  12. [12] fix(vscode): reclaim unobserved fallback terminals ↗ cline/cline
  13. [13] fix(vscode): make 'Proceed While Running' sticky to the command batch ↗ cline/cline

Quick answers

What shipped in AI Agents on July 23, 2026?
OpenRouter integration lands with updated model profiles including Google's Gemini 3.5 Flash Lite, while core token counting gets a performance fix for multi-tool agents. In total, 14 commits, 14 pull requests, and 1 releases landed.
Who contributed to AI Agents on July 23, 2026?
10 developers shipped this update, including github-actions[bot], langchain-oss-model-profiles, langchain-oss-model-profiles[bot], imnishitha, saurya, tofarr, TheRealSpencer, and aikido-autofix[bot], and 2 more.
What were the notable AI Agents updates?
langchain-openrouter==0.2.7, chore(model-profiles): refresh model profile data, and chore(model-profiles): refresh model profile data (#39010).

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