Amber Hall

'Whose credentials is the agent using when it moves the money?'

→ Auth Broker · elected

APRA industry letter: non-human identities are in scope for CPS 234 control testing

→ Auth Broker · elected

'What will this cost at ten times the volume?'

→ Cost redux on tokens · elected

'Who actually read the position paper before the pitch?'

→ Lab outcomes visibility · elected

'The board wants a number for the AI spend by December. What number?'

→ ROI · elected

'Can we fine-tune a model on our complaints so nothing leaves the country?'

→ SLM / Edge / Tuning · elected

'How our review board cut agent count by 80%' — a bank's platform lead

→ Citizen Developers and Org Slop · elected

'How do we know the new model version didn't break our pipeline?'

→ Eval Harnesses · elected

'If the agent changes how it decides, who approved the change and where is it written down?'

→ Learning Agents · elected

'We rolled it out to 4,000 people and 180 still use it. What did we do wrong?'

→ Effective Assistants · elected

Slack drop: 'the RFP scores the model on 40 points and the integration on 5'

→ Effective Assistants · elected

'The board wants to know if we should buy GPUs before they run out'

→ On-Prem Inference · elected

Slack drop: three of five client procurement frameworks name US providers as default-approved

→ US Non-Dominance · elected

'If I show APRA an attestation report, will they accept it, or will they ask what it is?'

→ TEE and Secure Inference · elected

'Could your agents do what our claims assessors do, and would APRA let them?'

→ AI-DLCs · elected

APRA letter to ADIs on model documentation expectations under CPS 230

→ AI-DLCs · elected

'When do we actually have to do this, and is it a security project or a data project?'

→ Quantum Encryption · elected

Leading platform reports 48 logical qubits at 1e-4 logical error, sustained for hours

→ Quantum Compute General

'When do we actually have to move our crypto?'

→ Quantum Compute General

'Why is it still making the mistake we corrected in March?'

→ Non-Weight-Bound Continuous Learning · elected

'Our close went from 8 days to 3. Here is what the auditors said.'

→ Dark Factory

Jevons in the Knowledge Economy: Demand Response to Falling Analytical Costs

→ Post Economy · elected

'Why am I paying day rates for something your model does in an hour?'

→ Post Economy · elected

APRA letter to ADIs on AI concentration and dependency risk

→ AGI