Recent Blogs
Authors: Abi Komma, Charles Kim, Luffy Chen, Morteza Ziyadi
Why hand-tuning agents does not scale
An agent’s behavior comes mostly from its natural-language configuration: its instructions, skil...
Aug 07, 2026207Views
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8 MIN READ
The setup
You've built the deployment the enterprise architecture review asked for. Nothing touches the public internet.
Your Microsoft Foundry resource is private — public network access disable...
Aug 07, 2026322Views
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5 MIN READ
The era of the single best model is over
Microsoft Foundry is no longer just a shelf of foundation models. It is becoming an enterprise model portfolio: frontier models for complex reasoning, cost-...
Aug 06, 2026400Views
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TL; DR: Hill climbing means improving the deployable model package one measured step at a time across quality, latency, and cost. SFT made this workload cheaper, but did not transfer the teacher's pl...
Aug 06, 2026116Views
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As organizations race to automate decision-making, content generation, analysis, and execution at scale, the future is shifting from isolated AI agents to multi-agent workflows where specialized agen...
Aug 05, 2026379Views
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Organizations working with stereo audio often face a difficult choice.
In many contact center, conversational AI, and communication scenarios, participants are already recorded on separate channels...
Aug 05, 2026189Views
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12 MIN READ
When does RL actually pay off after SFT? A controlled comparison on public ABO data shows that headroom alone is not enough: the largest GRPO gains occur where SFT leaves recoverable, inference-orien...
Aug 05, 2026233Views
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On-Device AI Inference Changes the Architecture, Not the Risk
As organizations transform into Frontier Firms and integrate AI into more applications, cloud-hosted inference is not always the optima...
Jul 30, 2026216Views
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A transcription model hears “account number 8-4-7-2” but returns “account number eighty-four seventy-two.” A single error can break a downstream automation workflow. Developers building voice applica...
Jul 29, 20262KViews
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9 MIN READ
The 2 a.m. Question Nobody Wants to Answer Twice
It is the night before open enrollment closes. An employee in another time zone has a question about HSA eligibility. No HR representative is availa...
Jul 29, 2026278Views
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