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cached_tokens is 0 because your system prompt isn't stable

I added a [cache] log line next to our usage tracker and read usage.prompt_tokens_details.cached_tokens off a warm conversation. It said 0 . Then 1 .

  • Cachedtokens remained at 0 due to unstable system prompt
  • Author discovered issue with system prompt not being stable
  • Fixed by freezing system prompt and relocating memory to late system turn

AI

Runable Raises $21M to Scale AI-Powered Business Growth

Runable Raises $21M to Expand AI Business Platform Runable has raised $21 million in Series A funding to expand its AI platform for building, running and growing businesses. The round The post Runable Raises $21M to Scale AI-Powered Business Growth appeared first on Ventureburn .

AI

ChatGPT expands its foothold in the nation's classrooms

OpenAI expands its school offering in a bid to woo more teachers to ChatGPT. More than 2 million students are now in a district with the tech.

  • ChatGPT for Teachers secures 55 new school districts, reaching 300,000 staff and 2 million students.
  • OpenAI emphasizes teacher judgment and oversight amid AI cheating concerns.
  • Districts in Los Angeles and Northeast regions show highest adoption of the AI tool.

AI

Beyond the Hype: 4 Agentic Design Patterns Every Dev and PM Needs to Know

The current AI landscape is thick with "smoke." Between infinite buzzwords and thousands of AI posts and infographics, it is becoming increasingly difficult to discern what is actually a new…

  • The Pipeline treats tasks as specialized nodes with sequential inputs
  • The Router introduces branched logic for query analysis and delegation
  • The Evaluator-Optimizer uses adversarial loop for quality assurance and refinement

AI

Agentrys Raises $24.5M to Automate Chip Design With AI Agents

Agentrys Builds AI Workforce for Chip Design Agentrys has raised $24.5 million to automate chip design through intelligent AI agents. The funding combines a $19.1 million oversubscribed seed round and The post Agentrys Raises $24.5M to Automate Chip Design With AI Agents appeared first on Ventureburn .

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Bring your own model with Amazon SageMaker AI: Script mode in SDK v3

The SageMaker Python SDK v3 redesigns script mode with unified ModelTrainer and ModelBuilder classes. This post walks through two end-to-end examples, a scikit-learn Random Forest and a multi-GPU…

  • Amazon SageMaker AI introduces Script mode in SDK v3 for bringing own models.
  • ModelTrainer and ModelBuilder replace v2 Estimator family and Model/Predictor pattern.
  • SourceCode object configures sourcedir and command for training and inference.

AI

Preparing data for supervised fine-tuning Part 2: Advanced data strategies

The advanced side of supervised fine-tuning data prep. This second post in a two-part series covers evaluating data readiness with learning curves, selecting high-value data subsets, augmenting data…

  • Assess dataset quality for effective fine-tuning.
  • Perform learning curve analysis to determine optimal dataset size.
  • Use data selection techniques to identify high-quality subset.

AI

Connect Amazon Bedrock AgentCore to cross-account knowledge bases

Learn how Amazon Bedrock AgentCore agents in one account can generate answers from an Amazon Bedrock knowledge base backed by Amazon Redshift Serverless in another account, without copying source…

  • AgentCore enables AI agents at scale across frameworks and models
  • Agents retrieve answers from governed knowledge bases in separate AWS accounts
  • Sample GitHub provides deployment procedures for two AgentCore orchestration models

AI

Radar makes podcasts searchable — and usable by AI agents

Particle’s new podcast intelligence platform transcribes and analyzes more than 130,000 podcasts, making their conversations searchable on the web and accessible to AI agents through an API and MCP.

  • Particle, an AI newsreader startup, pivots to podcast search engine Radar
  • Radar transcribes over 130,000 podcasts with speaker labels and metadata
  • Hedge funds and AI search platforms are top-paying customers for Radar API

AI

Interviews with OpenAI leaders, employees, and others on the company's reboot; Sam Altman says OpenAI would have a system he would call AGI by the end of 2026 (Alex Heath/Time)

Alex Heath … They hoisted signs to “stop the AI race” and scrawled chalk messages on the sidewalk.

  • OpenAI previews Astra, advanced AI model family, in tense scene
  • CEO Sam Altman optimistic about persistent agents and new knowledge discovery
  • Company faces criticism, setbacks, and legal challenges from Anthropic

AI

Ex-Meta scientists want to bring visual AI to the factory floor

Perceptron offers an AI model that it says can help machines navigate the world while also providing in-depth visual intelligence.

  • Former Meta scientists Armen Aghajanyan and Akshat Shrivastava founded Perceptron.
  • Isaac 0.5, Perceptron's latest model, assists vision-guided robots in industrial settings.
  • The startup raised $21 million in funding for its general-purpose visual AI software.
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