Quoting Ted Sanders
In general, LLM performance is incredibly multidimensional. There's no guarantee of a fixed ordering where the model that is best at math is also the model that's best at jokes. Despite that complexity, much of the…
Daily edition · AI
The daily ledger
TILens turns technical updates into a focused daily brief: official releases, trusted reporting, and practitioner analysis, deduplicated and organized by topic.
1099 articles · 27 sources · 1050 papers ·
Top topics: AI · AI Research · Information Retrieval
AI agent memory
Here is what most people get wrong about AI memory: they save the chat transcript. That is not memory. That is a log. Real memory has to separate two different things: • Facts (your name, your budget) → exact values…
Why AI agents need their own identity & audit trails
Until now, if an AI agent dropped a database table or sent an email, the audit log showed your username because it borrowed your credentials. Senior Developer Relations Engineer Smitha Kolan explains why autonomous AI…
Evernote turns AI-driven discovery into paid subscriptions
Evernote used ChatGPT Ads to introduce its note-taking app to people working with AI. The team tracked how often free trials led to paid subscriptions.
Introducing the TPU agent suite (preview): Open source agents for PyTorch on Cloud TPU
Alongside TorchTPU, we’re releasing an early preview of the TPU agent suite on GitHub. Currently in preview for PyTorch inference workloads on Cloud TPUs, this open-source set of agents helps you onboard, profile, and…
GitHub Octoverse 2026
GitHub Octoverse 2026 I'm at GitHub Universe today (GitHub gave me a free ticket through their "GitHub Stars" program). EVP Jay Parikh just announced this year's Octoverse report, and highlighted these numbers in…
The October inflection point for vibe game development
I've written before about how November 2025 was an inflection point for coding agents - the point where Opus 4.5 and GPT-5.1 crossed a tipping point that meant their respective coding agents became reliable daily…
OpenAI and ServiceNow expand partnership across enterprise workflows
OpenAI and ServiceNow expand their partnership to bring OpenAI models and agents into ServiceNow and ServiceNow workflows into ChatGPT and Codex.
Fragments: October 28
Andrej Karpathy sees a widening gap in how people see LLM capabilities. The general public has mostly not interacted with these systems. When they have, it looks like a derpy chatbot. The majority of professionals still…
Quoting Terk Terkowitz
If your work does not benefit from current AI tooling, that is a finding, not a failing. Document why, share it with your community of peers, bring it to your manager, and work to find solutions. An engineer who can…
The future of the firm
How AI might enter the org chart—beneath, beside, and between us.
Legora is building the agentic operating system for legal work
See how Legora uses OpenAI models, ChatGPT, and Codex to accelerate legal workflows, expand contract analysis, and free lawyers to focus on higher-value work.
Legora is building the agentic operating system for legal work
See how Legora uses OpenAI models, ChatGPT, and Codex to accelerate legal workflows, expand contract analysis, and free lawyers to focus on higher-value work.
Using Your Own Embeddings in Spring AI 2.1
VectorStore.add() takes text documents, generates embeddings with the store's configured model, and saves both. Spring AI 2.1 adds upsert for applications that already have embeddings or generate them from images,…
Spring AI 2.1 Message Parts: Reasoning That Survives the Round Trip
Spring AI: Message Parts Doc | Upgrade Notes | OpenAI Responses Doc | Session Doc Reasoning models do more than think before they answer. They hand part of that thinking back to you and expect to get it back on the next…
Create an AI Voice Assistant with ElevenLabs and Node.js
Why ElevenLabs for a Voice‑First Bot? If you’ve ever wanted to give your app a “real” voice—something that sounds natural, expressive, and even mimics a specific speaker—ElevenLabs is the go‑to service today. Their API…
Microsoft recorded $10 billion in revenue from OpenAI
Microsoft said it made $10 billion in revenue from commercial arrangements with OpenAI, including revenue-sharing payments, in the quarter ending September 30. It underscores the still-enormous financial dependency of…
Creating AI value with enterprise context
Across a business, any number of AI platforms, systems, and tools may be at work simultaneously—for example, AI-powered customer platforms, conversational assistants, and workflow and process automation tools. Each one…
Anthropic engineer declares the coding interview dead
Why give people tests that AI aces?
Anthropic just launched tools to show companies what their AI spending is buying
The frontier lab is lifting the curtain on how users spend money on its models ahead of a planned IPO.
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