Notes from the team.

Long-form thinking on corporate learning, AI representatives and the cognitive systems behind Athira.

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Why Chatbots Are an Incomplete Interface for AI

Why Chatbots Are an Incomplete Interface for AI

Chatbots made AI easy to access, but they still place much of the burden on users to understand the software around them. This article looks at what comes next: contextual AI assistance that works within the experience, adapts to user intent, and uses conversation, avatars, and existing interfaces where they are actually useful.

Arnav GuptaNovember 10, 20269 min readHuman-AI Interaction
Real-Time AI Fails Quietly

Real-Time AI Fails Quietly

A service being healthy does not mean the interaction is working. Real-time AI systems usually keep running in a degraded state, so they need checks on what the user actually saw and heard.

Mansi PanchalNovember 6, 20268 min readHuman-AI Interaction
Not All Memory Entries Are the Same Shape

Not All Memory Entries Are the Same Shape

A memory entry can be a fact, an open question, a goal, a commitment, or a pending point, and each of these behaves differently over time. This piece looks at what it takes to tell them apart: two fields, direction and trigger, instead of a single flat timestamped entry.

Aishwarya PawarOctober 27, 20269 min readCapability Intelligence
The Knowledge-Conversion Problem in Enterprises

The Knowledge-Conversion Problem in Enterprises

Corporate training faces a growing disconnect between the information companies produce and the skills employees can demonstrate. Explore how AI-assisted course creation, interactive avatar instruction, simulations, and evidence-based assessment can make workplace learning more effective.

Arnav GuptaOctober 8, 202610 min readLearning & Capability Development
Personalization Has a Volume Knob, Not an On/Off Switch

Personalization Has a Volume Knob, Not an On/Off Switch

Why personalization should behave like a dial rather than a switch, and what evidence should make that dial move.

Aishwarya PawarOctober 1, 20264 min readCapability Intelligence

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