TypeSafe Jev Exits Stealth: $40M Bet on AI That Skips Chat
TypeSafe AI exits stealth with $40M for Jev, a decision model returning typed judgments with calibrated confidence at sub-100ms for software agents.
TypeSafe AI exits stealth with $40M for Jev, a decision model returning typed judgments with calibrated confidence at sub-100ms for software agents.
K2 Horizon ships six Apache 2.0 models from 0.9B to 375B with training data, checkpoints and logs plus rare self-reported benchmark corrections verified.
Design KV cache for 1M-token agents with paged attention, prefix routing, MLA compression and FP8 quantization to cut memory 400x for production fleets.
Arcee AI raises Series B past $1B after building Trinity 400B MoE for $20M, funding next-gen models, DOE science work and proven open-model products.
Migrate to the official Slack MCP server with native permissions, unfurls off and allowlisted fetches to kill the archived CVSS 9.3 leak class fast.
Deploy MAF agents as Foundry Hosted Agents with Entra identity and safe versioning while Capability Hosts keep history and files in your own tenant.
Compare Fable 5.1 at 11% enterprise spend vs Opus 5 and Gemini 3.8 Flash with benchmark deltas and a proven routing gateway that cuts token costs 68%.
Kimi K2.8 Preview ships Sep 11 under the same kimi-for-coding ID with near-K3 speed, full 1M context for all tiers and adjustable thinking levels.
DeepSeek routes V4-Pro traffic to V4.1 Flash since Sep 14 with CED architecture, 90.9 GPQA scores and 30x lower cost. Full migration steps inside.
Build Gemini 3.8 Live voice agents with Extended Thinking, 97-language switching and background tool calls for proven production support workflows.
Give agents ColPali visual retrieval over document screenshots with late interaction matching and binary compression for tables that never survive parsing.
Build a Stripe MCP server with restricted rk_ keys, 14 hosted tools and human approval gates for refunds and invoices in proven production agent flows.
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