The Enterprise Context Layer
zachperkel
37 points
7 comments
March 10, 2026
Related Discussions
Found 5 related stories in 37.8ms across 3,471 title embeddings via pgvector HNSW
- Bringing Clojure programming to Enterprise (2021) smartmic · 190 pts · April 02, 2026 · 51% similar
- Show HN: Context Gateway – Compress agent context before it hits the LLM ivzak · 67 pts · March 13, 2026 · 44% similar
- Intelligence is a commodity. Context is the real AI Moat adlrocha · 28 pts · March 01, 2026 · 44% similar
- Delve (YC W24) – Fake Compliance as a Service – Part I sebmellen · 39 pts · March 19, 2026 · 44% similar
- Apideck CLI – An AI-agent interface with much lower context consumption than MCP gertjandewilde · 127 pts · March 16, 2026 · 43% similar
Discussion Highlights (4 comments)
eddy162
Felt like this read my mind, I was shocked recently at how good Cursor (with Claude) is at answering questions given its Slack/GSuite MCP connections; and a lot faster than Glean. Also amazing to see how this can literally give better answers than some humans would.
vidimitrov
The data retention example is the most interesting part of this. The ECL didn't just learn the rule, it learned why the rule exists - reps kept getting it wrong. That's a different thing entirely. Most knowledge systems store the conclusion and quietly lose the reasoning that produced it. Which makes me wonder: how does the maintenance agent know when to revisit a rule like that? "Feature X ships in Q3" is easy - facts go stale and you can detect it. But "don't let reps answer data retention questions" - that rule could still look valid in the ECL long after the original reasons for it stopped applying. Does it track enough of its own provenance to catch that kind of drift?
chrisweekly
Fantastic article. I've always felt that institutional knowledge flow is one of the most essential factors in a given company's ability to survive. In the nascent age of AI, this "Enterprise Context Layer" approach seems more likely to catch on (and become table stakes, in order to keep up) than something like https://dotwork.com which looks amazing but seems to imply vendor lock-in.
kingjimmy
"But what if I told you that all you need is 1000 lines of python + a github repo?" didnt need to read past this line LMAO. not at all enterprise.