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    <title>Model on AI Agents News</title>
    <link>https://aiagentsnews.top/tags/model/</link>
    <description>Recent content in Model on AI Agents News</description>
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    <lastBuildDate>Tue, 28 Jul 2026 01:32:34 +0000</lastBuildDate>
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    <item>
      <title>Desktop coding agents handle parallel work better</title>
      <link>https://aiagentsnews.top/posts/desktop-coding-agents-handle-parallel-work-better/</link>
      <pubDate>Tue, 28 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/desktop-coding-agents-handle-parallel-work-better/</guid>
      <description>Intent by Augment Code required the least manual reconciliation during parallel work on shared contracts in early 2026 testing.</description>
    </item>
    <item>
      <title>Sovereign coding: How model flexibility protects data</title>
      <link>https://aiagentsnews.top/posts/sovereign-coding-how-model-flexibility-protects-data/</link>
      <pubDate>Sun, 26 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/sovereign-coding-how-model-flexibility-protects-data/</guid>
      <description>Over 2M installs show developers prefer sovereign coding where code stays local until explicit cloud selection via personal API keys.</description>
    </item>
    <item>
      <title>BTL3 agentic coding: 27B params, low overhead</title>
      <link>https://aiagentsnews.top/posts/btl3-agentic-coding-27b-params-low-overhead/</link>
      <pubDate>Sat, 25 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/btl3-agentic-coding-27b-params-low-overhead/</guid>
      <description>BTL3 retains 92.2% of full-model behaviors in an 8.39 GB footprint, offering a specialized architecture for efficient agentic coding and tool use.</description>
    </item>
    <item>
      <title>GPT5.6 tool calling: Why the client-owned loop matters</title>
      <link>https://aiagentsnews.top/posts/gpt56-tool-calling-why-the-client-owned-loop-matters/</link>
      <pubDate>Wed, 22 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/gpt56-tool-calling-why-the-client-owned-loop-matters/</guid>
      <description>GPT5.6 returns tool names, not code. Learn why the client-owned function loop and strict schemas are non-negotiable for autonomous systems.</description>
    </item>
    <item>
      <title>Agent architecture beats raw model size today</title>
      <link>https://aiagentsnews.top/posts/agent-architecture-beats-raw-model-size-today/</link>
      <pubDate>Sun, 19 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/agent-architecture-beats-raw-model-size-today/</guid>
      <description>With 5 million weekly Codex users, agent architecture now dictates output quality more than raw model size or reasoning engines alone.</description>
    </item>
    <item>
      <title>Mixture of Agents: Why Hermes 0.6 Beats Single Models</title>
      <link>https://aiagentsnews.top/posts/mixture-of-agents-why-hermes-06-beats-single-models/</link>
      <pubDate>Sun, 19 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/mixture-of-agents-why-hermes-06-beats-single-models/</guid>
      <description>Hermes 0.6 uses parallel reference models to isolate reasoning from tool use, preventing hallucinated actions while improving decision quality.</description>
    </item>
    <item>
      <title>Tool use design: enabling real agent actions</title>
      <link>https://aiagentsnews.top/posts/tool-use-design-enabling-real-agent-actions/</link>
      <pubDate>Sun, 19 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/tool-use-design-enabling-real-agent-actions/</guid>
      <description>Learn how the Thought-Action-Observation loop powers 177,000+ tools, shifting agents from static text to modifying external system states safely.</description>
    </item>
    <item>
      <title>Function calling tools: 24 benchmarks explained</title>
      <link>https://aiagentsnews.top/posts/function-calling-tools-24-benchmarks-explained/</link>
      <pubDate>Sat, 18 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/function-calling-tools-24-benchmarks-explained/</guid>
      <description>BenchLM.ai evaluates function calling across 24 agentic benchmarks to measure precision in tool invocation and terminal task execution for AI agents.</description>
    </item>
    <item>
      <title>Agent loop costs: stop token spikes now</title>
      <link>https://aiagentsnews.top/posts/agent-loop-costs-stop-token-spikes-now/</link>
      <pubDate>Thu, 16 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/agent-loop-costs-stop-token-spikes-now/</guid>
      <description>Unchecked retries turn minor glitches into seven-figure liabilities. Learn why parallel agentic loops drain budgets faster than expected.</description>
    </item>
    <item>
      <title>Composio tool router beats static OpenRouter limits</title>
      <link>https://aiagentsnews.top/posts/composio-tool-router-beats-static-openrouter-limits/</link>
      <pubDate>Thu, 16 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/composio-tool-router-beats-static-openrouter-limits/</guid>
      <description>Connect OpenAI Agents SDK to OpenRouter MCP. This setup unlocks 13 tools while managing OAuth and token refresh cycles automatically.</description>
    </item>
    <item>
      <title>Inference latency: Why 41B active beats 975B</title>
      <link>https://aiagentsnews.top/posts/inference-latency-why-41b-active-beats-975b/</link>
      <pubDate>Thu, 16 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/inference-latency-why-41b-active-beats-975b/</guid>
      <description>Learn why 41B active parameters matter more than total count for agent latency. Discover selection criteria for reliable, cost-effective systems.</description>
    </item>
    <item>
      <title>Agent runtime rules: boost scores by 14 points</title>
      <link>https://aiagentsnews.top/posts/agent-runtime-rules-boost-scores-by-14-points/</link>
      <pubDate>Tue, 14 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/agent-runtime-rules-boost-scores-by-14-points/</guid>
      <description>See how SelfUse jumped TerminalBench scores from 23.8% to 38.1% by mining execution traces instead of tweaking model weights manually.</description>
    </item>
    <item>
      <title>Code workflow orchestration with Zencoder&#39;s multi-agent</title>
      <link>https://aiagentsnews.top/posts/code-workflow-orchestration-with-zencoders-multi-agent/</link>
      <pubDate>Tue, 14 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/code-workflow-orchestration-with-zencoders-multi-agent/</guid>
      <description>Zencoder collapses the cost of intelligence into a single subscription, granting access to every frontier model without per-token anxiety.</description>
    </item>
    <item>
      <title>Confluence MCP Server: Build Agents with 62 Tools</title>
      <link>https://aiagentsnews.top/posts/confluence-mcp-server-build-agents-with-62-tools/</link>
      <pubDate>Tue, 14 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/confluence-mcp-server-build-agents-with-62-tools/</guid>
      <description>Build a Confluence MCP server using 62 tools and 23 triggers. This guide covers LlamaIndex integration, OAuth handling, and ReAct agent workflows.</description>
    </item>
    <item>
      <title>Function calling turns LLMs into real agents</title>
      <link>https://aiagentsnews.top/posts/function-calling-turns-llms-into-real-agents/</link>
      <pubDate>Tue, 14 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/function-calling-turns-llms-into-real-agents/</guid>
      <description>Learn how function calling converts vague intent into structured JSON requests, enabling agents to fetch external data instead of guessing.</description>
    </item>
    <item>
      <title>Grok function calling: atomic tool calls explained</title>
      <link>https://aiagentsnews.top/posts/grok-function-calling-atomic-tool-calls-explained/</link>
      <pubDate>Tue, 14 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/grok-function-calling-atomic-tool-calls-explained/</guid>
      <description>Grok 4.3 returns tool calls in single chunks, enabling atomic parsing. Learn how strict JSON schemas and local execution secure external data flows.</description>
    </item>
    <item>
      <title>Orchestrator-worker pattern cuts AI costs 10x</title>
      <link>https://aiagentsnews.top/posts/orchestrator-worker-pattern-cuts-ai-costs-10x/</link>
      <pubDate>Tue, 14 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/orchestrator-worker-pattern-cuts-ai-costs-10x/</guid>
      <description>Splitting orchestration from execution can cut inference costs by around 10x. Learn how the orchestrator-worker pattern separates planning from routine tasks.</description>
    </item>
    <item>
      <title>Tool call requests: cut redundancy from 98% to 2%</title>
      <link>https://aiagentsnews.top/posts/tool-call-requests-cut-redundancy-from-98-to-2/</link>
      <pubDate>Tue, 14 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/tool-call-requests-cut-redundancy-from-98-to-2/</guid>
      <description>Optimized frameworks slash redundant tool calls from 98% to 2%. Learn how structured schemas and event-driven resumption build reliable AI agents.</description>
    </item>
    <item>
      <title>Tool sets in VS Code: Stop agent hallucinations</title>
      <link>https://aiagentsnews.top/posts/tool-sets-in-vs-code-stop-agent-hallucinations/</link>
      <pubDate>Tue, 14 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/tool-sets-in-vs-code-stop-agent-hallucinations/</guid>
      <description>Stop capability hallucination by grouping builtin and MCP tools into sets. This control layer ensures agents select only relevant functions before execution.</description>
    </item>
    <item>
      <title>Function calling explained: JSON plans, not code execution</title>
      <link>https://aiagentsnews.top/posts/function-calling-explained-json-plans-not-code-execution/</link>
      <pubDate>Mon, 13 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/function-calling-explained-json-plans-not-code-execution/</guid>
      <description>Learn how function calling uses structured JSON to anchor AI to real data, eliminating hallucinations through a strict four-step execution cycle.</description>
    </item>
    <item>
      <title>OpenHands architecture: stateless event-driven design</title>
      <link>https://aiagentsnews.top/posts/openhands-architecture-stateless-event-driven-design/</link>
      <pubDate>Sat, 11 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/openhands-architecture-stateless-event-driven-design/</guid>
      <description>OpenHands hits 77% on SWEBench Verified using a stateless event-driven architecture. Learn how the append-only EventLog enables robust coding agents.</description>
    </item>
    <item>
      <title>AI skill construction: 10 layers to reliable agents</title>
      <link>https://aiagentsnews.top/posts/ai-skill-construction-10-layers-to-reliable-agents/</link>
      <pubDate>Thu, 09 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/ai-skill-construction-10-layers-to-reliable-agents/</guid>
      <description>Explore the 10 progressive layers of AI skill construction, moving from basic prompts to reliable, resource-augmented business execution systems.</description>
    </item>
    <item>
      <title>Voice profile: Stop generic AI with 7 samples</title>
      <link>https://aiagentsnews.top/posts/voice-profile-stop-generic-ai-with-7-samples/</link>
      <pubDate>Tue, 07 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/voice-profile-stop-generic-ai-with-7-samples/</guid>
      <description>Stop generic output by feeding an agent exactly seven real writing samples to enforce human irregularity and kill robotic patterns.</description>
    </item>
    <item>
      <title>Fable 5 orchestration: Why we route planning only</title>
      <link>https://aiagentsnews.top/posts/fable-5-orchestration-why-we-route-planning-only/</link>
      <pubDate>Mon, 06 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/fable-5-orchestration-why-we-route-planning-only/</guid>
      <description>Fable 5 leads Cursor evals but hits high costs, forcing builders to adopt multimodel orchestration for sustainable 2026 agent stacks.</description>
    </item>
    <item>
      <title>Function calling: turning static AI into action</title>
      <link>https://aiagentsnews.top/posts/function-calling-turning-static-ai-into-action/</link>
      <pubDate>Mon, 06 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/function-calling-turning-static-ai-into-action/</guid>
      <description>Learn how function calling converts natural language into structured JSON for 3 specific use cases: actions, knowledge, and capabilities.</description>
    </item>
    <item>
      <title>Coding agents shift to production with 1M context</title>
      <link>https://aiagentsnews.top/posts/coding-agents-shift-to-production-with-1m-context/</link>
      <pubDate>Sun, 05 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/coding-agents-shift-to-production-with-1m-context/</guid>
      <description>AI coding agents now handle 1.05M token contexts, enabling full-repo refactors without retrieval augmentation or constant human intervention.</description>
    </item>
    <item>
      <title>Hermes Agent models: Sonnet 4.6 vs DeepSeek V4</title>
      <link>https://aiagentsnews.top/posts/hermes-agent-models-sonnet-46-vs-deepseek-v4/</link>
      <pubDate>Sun, 05 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/hermes-agent-models-sonnet-46-vs-deepseek-v4/</guid>
      <description>Compare Claude Sonnet 4.6 ($3) against DeepSeek V4 ($0.30) for Hermes Agent. Learn which model prevents malformed tool calls in production.</description>
    </item>
    <item>
      <title>Loadout Pattern: Stop Hardcoding Your Agent Tools</title>
      <link>https://aiagentsnews.top/posts/loadout-pattern-stop-hardcoding-your-agent-tools/</link>
      <pubDate>Fri, 03 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/loadout-pattern-stop-hardcoding-your-agent-tools/</guid>
      <description>Shift from fixed scripts to autonomous models. Learn how the Loadout Pattern curates tool subsets to prevent context flooding in your agents.</description>
    </item>
    <item>
      <title>AI coding agents: pick by workflow, not hype</title>
      <link>https://aiagentsnews.top/posts/ai-coding-agents-pick-by-workflow-not-hype/</link>
      <pubDate>Mon, 29 Jun 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/ai-coding-agents-pick-by-workflow-not-hype/</guid>
      <description>OpenCode hit 147,000 GitHub stars by April 2026, proving that autonomous coding agents are no longer experimental novelties but essential...</description>
    </item>
    <item>
      <title>TerminalBench 2.1 exposes agent wrapper gaps</title>
      <link>https://aiagentsnews.top/posts/terminalbench-21-exposes-agent-wrapper-gaps/</link>
      <pubDate>Sun, 28 Jun 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/terminalbench-21-exposes-agent-wrapper-gaps/</guid>
      <description>Codex CLI paired with GPT-5.5 sits at the top of the Terminal-Bench 2.1 leaderboard with an 83.4% pass rate.</description>
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