Oct 5, 202621 min
Across 22 measured configurations, zero met the interactive latency bar; the Xeon lane delivers throughput or interactive latency, not both.
About this Podcast:
Hands-on validation labs for enterprise AI infrastructure. Keith Townsend's research, produced as audio by AI from his published lab records. Scoped real-hardware builds that test where decision authority actually holds.
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Contact path
Public web form
Booking probability
36%
Guest openness
Selective
80/100
Required Score
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Signup to Generate a PitchQuestions about Layer2C Labs
What is Layer2C Labs about?
Hands-on validation labs for enterprise AI infrastructure. Keith Townsend's research, produced as audio by AI from his published lab records. Scoped real-hardware builds that test where decision authority actually holds.
Who hosts Layer2C Labs?
Layer2C Labs is hosted by Keith Townsend. The show has published 7 episodes to date.
What has Layer2C Labs covered recently?
Recent episodes include "Lab 007: The CPU exit is a batch lane, not a serving lane" (5 October 2026, 21 minutes), "Lab 006: Put the judgment in the constraints, not the weights" (3 September 2026, 23 minutes), and "Lab 006: Put the judgment in the constraints, not the weights" (3 September 2026, 23 minutes).
How often does Layer2C Labs publish?
Layer2C Labs publishes roughly a few times a week, with episodes averaging 13 minutes across 7 episodes.
How hard is it to get booked on Layer2C Labs?
Booking probability for Layer2C Labs is 36%, and the host is rated Selective on guests. Layer2C Labs requires a Pod Score of 80 or higher. Layer2C Labs's contact route on record: public web form.
Who should pitch Layer2C Labs?
The strongest fits for Layer2C Labs are IT Services & Software Development. Layer2C Labs has a technology audience.
About the host
Keith Townsend hosts Layer2C Labs, a technology podcast with 7 episodes published.
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Recent episodes
Our AI reads these to draft pitches. Use them as grounding for a pitch that cites a real guest and a specific topic.
- Sep 3, 202623 min
Fine-tuning captured voice and bounded behavior, not judgment; one paragraph of standing positions in the system prompt beat two fine-tuning rounds.
- Sep 3, 202623 minS0
Fine-tuning captured voice and bounded behavior, not judgment; one paragraph of standing positions in the system prompt beat two fine-tuning rounds.
- Aug 24, 202610 minS0
A cloud-free serve path is provable end to end; every layer moved from Ceded to Retained is a decision you now own and a system you now operate.
- Aug 24, 202610 min
A cloud-free serve path is provable end to end; every layer moved from Ceded to Retained is a decision you now own and a system you now operate.
View More
- Aug 20, 202610 minS0
The control plane held where patterns were owned and encoded, and failed where the model became the author of correctness. The question is who may author the patterns and done-criteria.
- Aug 20, 202610 min
The control plane held where patterns were owned and encoded, and failed where the model became the author of correctness. The question is who may author the patterns and done-criteria.
- Aug 17, 20268 minS0
About 5% of tasks benefit from same-tier repair; the control point is the deterministic validator plus escalation policy, not the loop.
- Aug 17, 20268 min
About 5% of tasks benefit from same-tier repair; the control point is the deterministic validator plus escalation policy, not the loop.
- Aug 13, 20269 minS0
For a custom model you own, cloud token pricing disappears and becomes a rented floor; against a floor the owned box wins, and the managed path takes the weights.
- Aug 13, 20269 min
For a custom model you own, cloud token pricing disappears and becomes a rented floor; against a floor the owned box wins, and the managed path takes the weights.
- Aug 12, 202611 minS0
The managed data plane is cheap and fast; the cost it hides is the chunking judgment it takes from you. Borrow the plumbing, keep your own chunking.
- Aug 12, 202611 min
The managed data plane is cheap and fast; the cost it hides is the chunking judgment it takes from you. Borrow the plumbing, keep your own chunking.
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