Job Detail

distributed

AI Theist

Source URL

text://ai-theist/1777615575535

Platform

other

Submitted

2026-05-01 06:06:15

Submitted By

api

Format

Short-form (9:16)

Extracted Content

## Video Script #1 ### Hook "Your coding agents just got 10% smarter without changing a single line of model code..." ### Title "This AI Framework Makes Coding Agents 10% Smarter (No Model Training Required)" ### Description Google just dropped a game-changing framework that lets coding agents improve themselves through experience. Here's how Agentic Harness Engineering works and why it's beating hand-tuned baselines. #AHE #CodingAgents #AIProductivity #TechFramework #GoogleAI ### Full Script Your coding agents just got 10% smarter without chan...

Script Generation Prompt

Script

{
  "intro": {
    "emotion": "intrigued",
    "dialogue": "Google just made coding agents 10% smarter without training new models. Here's how Agentic Harness Engineering works and why it beats manual setups.",
    "duration_sec": 8
  },
  "outro": {
    "emotion": "confident",
    "dialogue": "This shifts agent development from manual setup to self-evolving systems. OpenAI's counter-move is expected next week - I'm tracking it. Stay on this with me.",
    "duration_sec": 8
  },
  "scenes": [
    {
      "data": {},
      "type": "messaging",
      "narration": "Most coding agents fail because their environment setup breaks constantly. You write prompts, configure tools manually, and it all falls apart in production.",
      "description": "Split screen showing manual agent setup (messy, breaking) vs AHE self-tuning system (clean, adaptive)",
      "duration_sec": 10
    },
    {
      "data": {
        "ahe": 77,
        "manual": 69.7,
        "hand_tuned": 71.9
      },
      "type": "chart",
      "narration": "AHE flips this. The harness tunes itself through self-editing components and verified predictions. Pass rates jumped from 69.7% to 77%, beating the best manual approach.",
      "description": "Bar chart showing pass rates: Manual baseline 69.7%, Hand-tuned 71.9%, AHE 77%",
      "duration_sec": 12
    },
    {
      "data": {
        "token_savings": "-12%",
        "performance_gain": "+10%"
      },
      "type": "data-viz",
      "narration": "You get 10-point performance gains across different model families while using 12% fewer tokens. Better results, lower costs.",
      "description": "Dual benefit visualization: performance arrow up 10%, token usage arrow down 12%",
      "duration_sec": 8
    },
    {
      "data": {},
      "type": "typography",
      "narration": "Every change becomes a contract you can prove or undo. No more mystery failures or unexplained agent behaviors.",
      "description": "Key phrase highlighted: 'Every change becomes a contract you can prove or undo'",
      "duration_sec": 6
    }
  ],
  "metadata": {
    "title": "Google Makes Coding Agents 10% Smarter (No Training Required)",
    "captions": {
      "tiktok": "Google just made coding agents 10% smarter without training new models. AHE lets agents self-tune their environment setup, jumping pass rates from 69.7% to 77% while using 12% fewer tokens. What coding workflow will this change first?",
      "youtube": "Google released Agentic Harness Engineering, a framework that makes coding agents 10% smarter through self-tuning environment setup. AHE beats manual baselines with 77% pass rates vs 69.7%, while reducing token usage by 12%. Every change becomes a verifiable contract you can prove or undo. Stay on this with me for the latest AI framework developments.",
      "instagram": "Google just made coding agents 10% smarter without training new models.\n\nAgentic Harness Engineering lets agents self-tune their environment setup instead of manual configuration. Pass rates jumped from 69.7% to 77%, beating hand-tuned baselines while using 12% fewer tokens.\n\nWhat coding workflow do you think this changes first?\n\n#AI #CodingAgents #GoogleAI #TechFramework #AIProductivity #MachineLearning #TechNews #ArtificialIntelligence"
    },
    "hashtags": {
      "tiktok": [
        "#AI",
        "#CodingAgents",
        "#GoogleAI",
        "#TechFramework"
      ],
      "youtube": [
        "Google AI",
        "coding agents",
        "agentic harness engineering",
        "AI productivity",
        "machine learning frameworks",
        "AI development"
      ],
      "instagram": [
        "#AI",
        "#CodingAgents",
        "#GoogleAI",
        "#TechFramework",
        "#AIProductivity",
        "#MachineLearning",
        "#TechNews",
        "#ArtificialIntelligence"
      ]
    },
    "channel_id": "ai-theist",
    "source_url": "text://ai-theist/1777615575535"
  }
}

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