229 stories
No single AI agent memory layer is best in 2026. The right one depends on tenant isolation, contradiction handling, where you can run it, and what a retrieval costs, all of which you can check in an afternoon.
Every LLM call is stateless; agent frameworks solve that within a single run, which is why the memory problem only shows up once the run ends.
Jev cannot write a single word, which is the reason to care about it, so the question worth asking is never whether it should be your agent but which decisions inside your agent it should own.
You configured a mission, a disposition and three strategies. What did the model actually receive? Hindsight 0.10.0 will show you, without spending a token.
We checked 10 AI app builders for one thing: does it keep a record of why your app is shaped that way? None does. Here is what each one actually ships.
Storing an image is easy. Making a fact cite the screenshot it was read from, without inventing evidence, is the hard part. How attachments work in Hindsight 0.10.0.
The default fix for an agent that forgets is to put more in the prompt. It works until it doesn't, and the way it fails is quiet: unconditional context that costs every turn and gets less relevant as it grows.
How Pinecone Nexus, Databricks Genie, Snowflake Cortex, Microsoft IQ, Palantir Foundry, and Glean compare as knowledge platforms for AI agents.
You already know how to get a new engineer productive: docs, pairing, and time. Agents need the same thing and get none of it, because every session is their first day.
Self-hosted AI agents take a weekend to stand up. Operating them takes a team. A day-2 cost breakdown of uptime, containers, scheduling, state, observability, secrets and approvals, plus the self-hosted vs managed vs hybrid decision table.
Seven people can collaborate in one thread, every question asked, every decision made, and every dead end explored immediately visible to the next person who needs it. Nobody has to ask "where's the file," because the context was never locked inside a single, private chat history.
OpenAI unveils GPT-6 Astra, calling it "a generational leap" toward AGI. Explore the future of AI intelligence and what's next for content creation.
A nightly fine-tune and a one-line note appended to a markdown file are both sold as agents that learn from experience. They are the same loop with different parts swapped out.
Every enterprise capability in Hindsight Cloud, and the failure each one prevents: single sign-on, MFA enforcement, role-based access, scoped API keys, audit logging, Memory Defense, webhooks, and bring-your-own-cloud or on-premise deployment.
One package gives Mastra agents a single database for conversations, workflow state, observability and vectors, plus managed memory that extracts and semantically recalls facts.
MongoDB Field CTO Pete Johnson traces the company's shift from lexical to vector and hybrid search, new $rankFusion and $rerank query stages, and the Voyage AI acquisition's contextualized chunking and embedding techniques.
Agentic automation runs a named agent with memory and tools inside a workflow. Here is the five-point test that separates it from a stateless AI step.
What a support AI should remember across sessions, what it should forget on request, and why unlimited conversation memory is a privacy liability.
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