NeuroGenesys.
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Inside NeuroGenesys.

Field notes and research milestones from the science of decoding the brain and engineering intelligence — every claim sourced.

Featured Update

Research milestones, reported with sources.

Machine LearningNov 12, 2026

Agents still have the right skill. They stop picking it as the library grows

Two papers from October and November 2026 measure what happens to LLM agents as their skill libraries grow into the hundreds and thousands. The skills keep working; the agents stop choosing them. That is the failure our forgetting-as-selection results predict, and both papers fix it without touching the skills.

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Continual Learning
Nov 12, 2026

A better router helps, but on CIFAR-100 the experts were the weak link

We pre-registered six predictions about how to route inputs among frozen experts and tested them on 30 cached expert libraries. A router in a shared feature space beat the experts' own confidence, by a little without pretraining and by a lot with it. But once routing was good, a plain readout of the shared features beat the experts themselves by 13 points.

Continual Learning
Nov 11, 2026

A new model generation should earn authority, not win a contest

When new models or new knowledge replace old ones, the usual picture is competition: old and new fight, the winner takes over. Our synthesis argues for graded succession instead. The successor gains authority step by step as independent evidence shows it is better, the old generation stays recoverable, and a protected constitution changes only by explicit amendment.

Machine Learning
Nov 10, 2026

Superintelligence has many definitions and no test. Here is what a test would need.

Labs now say superintelligence is in sight, but their definitions compare AI with different humans, and none comes with a way to check. Benchmarks saturate, ceilings are set by label errors, and the best long-task metric stops working at 16 hours.

Machine Learning
Nov 10, 2026

Where AI already beats the best humans in 2026, and where it still doesn't

AI now matches or beats top humans on olympiad maths, contest programming and most reasoning benchmarks, and has disproved a famous conjecture. It still fails on long reliable work, learning after deployment and the physical world, and many of the strongest claims are graded by the companies themselves.

Machine Learning
Nov 10, 2026

The case for a 2027 intelligence explosion now rests on evidence the public can't see

Forecasters moved their dates for automated AI research back to 2027 this week, on the strength of METR's finding that Anthropic is improving about twice as fast as a year ago. Most of the evidence behind that finding is redacted, and the gains may be limited to tasks that grade themselves.

Machine Learning
Nov 09, 2026

Penalising wrong answers only works if someone else is grading

Experts that never saw a task still vote on it with near-certainty. We ran ten pre-registered fixes. Penalties inside the expert failed; a selector that ignores expert confidence reached 0.926 on Split-MNIST.

Research Desk

Field notes, with sources.

A tall branching tree made of fine cyan light lines standing on a wet night-time salt flat under the Milky Way, with an amber beam climbing its trunk and lighting a single violet branch tip while the others stay dim, all reflected in the hexagonal salt crust
Nov 12, 2026Will Schulz

Agents still have the right skill. They stop picking it as the library grows

5 min read
A single amber beam rising from a wide disc of white light on a wet salt flat at night, with small violet lanterns scattered dimly around it
Nov 12, 2026Will Schulz

A better router helps, but on CIFAR-100 the experts were the weak link

5 min read
A violet lantern and an amber lantern standing side by side on a wet salt flat at night, under a thin, steady arc of pale light along the horizon
Nov 11, 2026Will Schulz

A new model generation should earn authority, not win a contest

6 min read
A row of equal violet light rods standing along a dark horizon at dusk, with one amber column rising far above them into a starry sky until its top fades out
Nov 10, 2026Will Schulz

Superintelligence has many definitions and no test. Here is what a test would need.

7 min read
Small violet points of light scattered across a dark plain at night, with tall amber beams rising from a few of them and large stretches of the plain left dark
Nov 10, 2026Will Schulz

Where AI already beats the best humans in 2026, and where it still doesn't

8 min read
A line of violet light points running low across a dark salt flat that bends upward into an amber arc and fades into the night sky before it is clear where it ends
Nov 10, 2026Will Schulz

The case for a 2027 intelligence explosion now rests on evidence the public can't see

8 min read
Five faint constellations over a dark desert, one lit amber by a narrow beam from the horizon while the other four stay dim violet
Nov 09, 2026Will Schulz

Penalising wrong answers only works if someone else is grading

5 min read
A web of faint violet points of light above a night-time salt flat, with a few new amber points streaking in and the violet points nearest them glowing brighter
Nov 09, 2026Will Schulz

To stop a model forgetting, rehearse what it knew. New context won't do it.

6 min read
A spiral of cyan and violet light points looping back into itself and widening as it passes through a thin amber gate, standing on a wet night-time salt flat under the Milky Way
Nov 09, 2026Will Schulz

Anthropic told the SEC it may soon cross its own AI R&D line. The evidence is mostly its own.

7 min read
A tall branching tree made of fine cyan light lines standing on a wet night-time salt flat under the Milky Way, with an amber beam climbing its trunk and lighting a single violet branch tip while the others stay dim, all reflected in the hexagonal salt crust
Nov 09, 2026Will Schulz

Investors are paying for agents that learn on the job. The hard part is knowing what they forgot.

6 min read
A glowing prism of light lines on a night-time salt flat splitting one amber beam into hundreds of cyan and violet threads, only a few of which pass through a bright amber ring-shaped gate, under the Milky Way
Nov 09, 2026Will Schulz

Tokens keep getting cheaper and AI bills keep binding. Count verified tasks instead.

6 min read
A tall gate of cyan and violet light points with an amber balance-scale crossbeam stands on a wet night-time salt flat under the Milky Way, a thin stream of light slowing as it passes through
Nov 09, 2026Will Schulz

Brain implants decode well enough now. The fight is over who pays.

6 min read
A tree of cyan and violet light splitting at a fork above a night-time salt flat, with some branches stopping at a faint amber boundary line and others passing through it
Nov 09, 2026Will Schulz

Neural data law moved from the sensor to the inference this autumn. The definitions didn't follow.

6 min read
A narrow gate of amber light points on a night-time salt flat, with a dense cyan lattice of beams massed behind it and only a thin violet stream passing through, reflected in wet hexagonal salt under the Milky Way
Nov 09, 2026Will Schulz

AI's 2027 ceiling is set by the grid, not the chip. Optics buys back only a few percent.

6 min read
A stream of violet and amber points of light passing through a glowing arched gate above a night-time salt flat into a calm violet lattice, with a few red points held back
Nov 09, 2026Models Team

What a model lets into long-term memory matters more than how it learns

6 min read
A restless violet neural lattice and a small, regular amber lattice floating above a night-time salt flat, joined by thin beams of light
Nov 09, 2026Models Team

Can a guardian chip stop a learning model from forgetting? Only partly.

6 min read
A glowing violet neural lattice floating above a night-time salt flat, with a small cluster of amber nodes growing from one edge
Nov 09, 2026Models Team

To keep what a model knows, control what it is allowed to move

5 min read
A glowing violet lattice floating above a night-time salt flat, bent where a single amber beam touches it from above
Nov 09, 2026Will Schulz

A model rewrote another model's weights. Read what it took away.

4 min read
Threads of light rising from points scattered across a night-time salt flat and meeting at a single bright point in the sky
Nov 05, 2026Will Schulz

A speech implant drops its four-hour rule: reading Connect-One's first months.

3 min read
One beam of light splitting into many near-identical parallel rays above a salt flat, with a few rays of different colours crossing them
Nov 05, 2026Will Schulz

More thinking isn't more evidence: test-time compute meets correlated error.

3 min read
Three glowing spheres resting on a salt flat, connected by fine light to a grid of raised points on the surface
Nov 05, 2026Will Schulz

Organoids read Braille. The control experiment is the real result.

3 min read
Fine parallel beams of light running into a dark server rack standing alone on a night-time salt flat
Nov 05, 2026Will Schulz

After OCP 2026, the question for co-packaged optics is deployment.

3 min read
A patchwork of differently coloured glowing boundary lines across a salt flat, surrounding a small bright tangle of neural filaments
Nov 05, 2026Will Schulz

Neural data law keeps spreading state by state, and the definitions don't match.

3 min read
A luminous brain made of fine fibres of light, floating above a salt flat with a city glow on the horizon
Nov 05, 2026Will Schulz

Neuroscience 2026: what we're watching in Washington next week.

3 min read
A curved sheet of countless points of light joined by fine filaments across the night sky, above a lone figure on a salt flat
Aug 04, 2026Will Schulz

The 4,096-electrode era: where brain-computer interfaces stand today.

8 min read
Separate streams of light rising from the horizon and braiding into one luminous river in the sky
Jul 28, 2026Will Schulz

Decoders that generalize: the case for brain foundation models.

7 min read
A vast circuit-like grid of glowing nodes across a salt flat, with bright pulses travelling along its traces
Jul 21, 2026Will Schulz

A billion neurons in silicon: neuromorphic computing grows up.

6 min read
A translucent sphere enclosing a bright tangle of neural filaments, ringed by a thin line of light on a salt flat
Jul 07, 2026Will Schulz

Your brain data has a legal status now: the neurorights wave.

6 min read
Parallel beams of coloured light crossing a salt flat and converging on a small dark monolith
Jun 30, 2026Will Schulz

Computing with light: photonics comes for AI's interconnect bottleneck.

7 min read
Glowing cell-like spheres laced with branching light, resting on a thin metallic lattice
Jun 18, 2026Will Schulz

Wetware: the strange, serious rise of computers made of neurons.

6 min read
A dense three-dimensional web of neurons made of light filling the night sky like a nebula
Jun 09, 2026Will Schulz

The wiring diagram decade: what connectomics just proved possible.

9 min read

Leadership

A word from the founder — on why the brain is the blueprint, and why the next decade of intelligence will be built here.

"The brain is the universe's only proof that general intelligence is possible. We treat it as the blueprint."

From cortical interfaces to photonic silicon, every program at NeuroGenesys exists to answer one question: how does intelligence arise — and how do we build it safely.

Will Schulz

Will Schulz

Founder, NeuroGenesys • AW3 Technology