Article Brief Key takeaways 4 Points24s Read 01What opened–Firebird has launched an operating Blackwell AI facility in Hrazdan, but the opening documents do not disclose a commissioned GPU count or energized IT load. 02Capacity gap–Firebird…
Article Brief Key Takeaways 4 Points24s Read 01The flip–Microsoft will now buy GPU compute from Mistral’s European fleet, reversing their 2024 roles when Microsoft rented Azure to the startup. 02The models–Mistral’s Medium 3.5 and OCR…
The headline number out of Korea this week is 200 megawatts. It is the wrong number to watch. NAVER, NVIDIA and Brookfield said they will more than triple the NVIDIA DSX AI factory at NAVER’s…
Alphabet did two things in the same quarter it had never done together: it booked the largest profit in its history and it spent itself into negative free cash flow. Both trace to the same…
Article Brief Key Takeaways 4 Points24s Read 01The deal–Upper90 committed a debt facility of up to $400 million to inference cloud operator General Compute, starting at $100 million and scaling with customer demand. 02What is…
Article Brief Key Takeaways 5 Points30s Read 01The 95% number–More than 95% of the ~40 trillion tokens Fireworks serves daily come from models specialized on customers’ own data, not stock open models. 02Value moved up…
Article Brief Key Takeaways 5 Points30s Read 01Availability–Ironwood reached general availability on April 22, 2026, but Google publishes no on-demand price for it, while Trillium (v6e) and older TPUs still carry public rates. 02The estimate–The…
Article Brief Key Takeaways 5 Points30s Read 01The deal–AMD and Cerebras will split AI inference across two machines: AMD Helios racks process prompts and long context, the Cerebras Wafer-Scale Engine generates tokens. 02The 5x–The headline…
CoreWeave says the first measured result from a live NVIDIA Vera Rubin NVL72 rack delivered up to 10 times the DeepSeek-R1 token throughput per megawatt of a GB200 NVL72 at the same interactivity target. That…
Xinference 3.0's Biggest AI Upgrade Is a 401 Error
July 18, 2026
Article Brief Key Takeaways 4 Points24s Read 01Default boundary–Xinference 3.0 enables its SQLite-backed authentication system by default, so credential-free clients can begin receiving HTTP 401 responses. 02Bootstrap risk–First-admin creation is atomic, but the first eligible…
GPT-5.6 on Bedrock: Enterprise Cost Test
July 18, 2026
Amazon’s strongest economic claim for running GPT-5.6 through Bedrock is not that the models are cheaper. It is that the resulting usage can count toward an enterprise’s existing AWS commitments, turning model placement into a…
Article Brief Key Takeaways 4 Points24s Read 01Control surface–custom_remat lets AI framework code express forward, rematerialization and backward behavior at a function boundary. 02Opt-in path–The new behavior depends on experimental remat3, whose configuration flag remains…
AWS and xAI published a hands-on Grok 4.3 tutorial on July 16, one month after the model first reached Amazon Bedrock. The code looks familiar enough to invite an easy conclusion: point an OpenAI client…
Inkling’s Open Weights Still Need a Data Center
July 15, 2026
Article Brief What matters 4 Points24s Read 01Scale–Only 41 billion of Inkling’s 975 billion parameters are active per token, but the smallest official self-hosting floor is still 600 GB of VRAM. 02Customization–Tinker offers managed LoRA…
Thursday’s selloff priced in an AI memory glut that, on every published construction timeline, does not exist yet. SanDisk closed down 14.1% at $1,745. Teradyne lost 13.6%, KLA 11.5%, Seagate 10.4%, Lam Research 10.2%. The…
AMD set its all-time record close, $580.91, on Tuesday, June 30, 2026. It got to keep the record for exactly one session. On July 1 the stock fell 6.9% to $540.88 — about $65 billion…
NVIDIA closed at $197.58 on Wednesday, July 1, 2026, down 1.25%. In a normal tape that is rounding error. On this tape it was the strangest print of the day — because everything around NVIDIA…
Palantir Technologies closed at $125.73 on Wednesday, July 1, 2026 — up 7.8% in a session that added roughly $21.7 billion to its market value on 57 million shares of volume. The proximate cause was…
Nebius Group closed at $229.18 on Wednesday, July 1, 2026 — down 17% in a single session, the worst one-day loss in the AI-infrastructure complex on a day full of bad ones. That is roughly…
Vertiv Holdings has become one of the cleanest ways to own the AI build-out without betting on which chip wins. It does not make GPUs; it makes the power and cooling systems that keep racks…
Ciena NYSECIEN $489.23▼ −46.40 (−8.66%) Q2 FY26 revenue $1.57B, +40% YoY FY26 revenue guide $6.3B midpoint Backlog $7.7B Cloud exposure Direct cloud +70% YoY As of Jun 5, 2026 close ↻ Refresh live Quotes via…
Article Brief Key Takeaways 3 Points18s Read 01Infrastructure angle–Onto Innovation is an AI-chip infrastructure name because HBM, 2.5D packaging, gate-all-around logic, and chiplet systems need more process control as designs become harder to manufacture. 02Quarter…
The AI Trade Just Got Less Forgiving
June 5, 2026
Friday’s tape delivered the useful kind of warning: AI demand can be excellent and the stocks can still be punished. Broadcom did not hand investors a weak quarter. In its SEC-filed Q2 fiscal 2026 release,…
SanDisk stock has already had the kind of run that usually ends an argument. On TECHi’s live SNDK quote page, Sandisk Corp. was recently marked near $1,784 on June 3, 2026, up 3.95% on the…
Marvell Technology stock did not just have a strong semiconductor tape on Tuesday. It had the kind of session that forces investors to redraw the map of the AI infrastructure trade. MRVL closed at $290.79…
Broadcom does not report like a quiet component supplier anymore. When the company releases Q2 FY2026 results after the close on Wednesday, June 3, investors will not be grading only revenue, VMware integration, or the…
Oracle and Broadcom are now chasing the same AI infrastructure budget, but they are not selling the same thing. Oracle is trying to rent scarce AI capacity like long-duration cloud real estate. Broadcom is trying…
Oracle reports on June 10, 2026, and the easy headline is that OCI is finally getting the AI cloud respect it wanted. The better headline is tougher: Oracle is no longer being valued like a…
Super Micro Computer is rising with Dell because the first read-through is obvious: Dell just showed that AI server demand is enormous. The better read-through is less comfortable for SMCI. Dell did not merely beat…
Dell just gave AI hardware investors the number they wanted, and that is exactly why the stock is harder now. Demand is no longer the debate. The debate is whether the AI server boom can…