buildOne report1 publisher IBM says Granite Switch 4.1 fits chat, safety screening and speech in one base model's VRAM
IBM says its Granite Switch 4.1 8B and 30B models run chat, a decision adapter, a guardian adapter and speech recognition in about one base model's VRAM. The memory claim is IBM's own, so any GPU saving depends on what a team serves today.
Reality
- Evidence25
- Adoption
- Not scored
- Hype gap+30
- Incentives70
- Confidence55
Langflow's CVSS 9.9 MCP flaw has drawn 1,423 honeypot exploit attempts from 27 IPs
Attackers made 1,423 attempts against Previdian honeypots since September 19 to exploit Langflow CVE-2026-105740 (CVSS 9.9, versions before 1.9.0). In one sequence they got the required login with a common username and password, Previdian said.
Reality
- Evidence65
- Adoption
- Not scored
- Hype gap−5
- Incentives40
- Confidence65
buildOne report1 publisher IBM i 7.3 through 7.6 share a CVSS 9.9 code-injection flaw in the HTTP admin app
IBM disclosed CVE-2026-96119 on October 13, 2026, a CVSS 9.9 code-injection flaw in the HTTP Server Administration app on IBM i 7.3, 7.4, 7.5 and 7.6. Exploitation needs a valid login to that app, so limiting who can reach it works before the patch lands.
Reality
- Evidence50
- Adoption
- Not scored
- Hype gap+20
- Incentives
- Not scored
- Confidence55
IBM's 2026 breach study finds no proper AI access controls in 92% of AI-related breaches
IBM and Ponemon put the average data breach at a record $4.99 million, up 12%, in a study of 602 organizations. In Varonis's account, 92% of AI-related breaches lacked proper AI access controls, though AI-driven attacks also added about $1 million each.
Reality
- Evidence58
- Adoption40
- Hype gap+20
- Incentives70
- Confidence60
buildOne report1 publisher IBM replaced Spyre's from-scratch sendnn compiler with Inductor extensions about 7x smaller
IBM moved Spyre's torch.compile backend from its from-scratch sendnn stack to an Inductor extension that IBM puts at roughly 7x smaller. The figure is IBM's own, and the port still needed substantial out-of-tree extensions at Inductor's lower levels and in code generation.
Reality
- Evidence50
- Adoption
- Not scored
- Hype gap+15
- Incentives
- Not scored
- Confidence60
Rutgers and IBM reset up to 100 qubits mid-run to bring a chaotic quantum system under control
Rutgers and IBM researchers repeatedly measured and reset up to 100 qubits on a 156-qubit chip to bring a chaotic system under control. The Nature Physics study is among the largest real-time feedback-control demonstrations to date, a capability future fault-tolerant machines will need.
Reality
- Evidence58
- Adoption
- Not scored
- Hype gap+20
- Incentives45
- Confidence55
Just 2.5% of 3,935 UK adults say they do their best thinking at work
A survey of 3,935 UK adults found 2.5% do their best thinking at work, against 61.6% who said it happens between 5pm and 9am. The data are self-reported and come from one published account, so employers get a prompt to examine meeting and message load but no measured effect on output.
Reality
- Evidence30
- Adoption
- Not scored
- Hype gap+25
- Incentives55
- Confidence65
Investors pay up for a 2028 quantum timeline the industry keeps moving
Amazon, IBM and the White House expect the first fault-tolerant quantum computers around 2028 or 2029, a timeline that has shortened in recent years. Investors have followed, pushing IonQ up more than 300% since 2024, well before any fault-tolerant machine exists.
Reality
- Evidence40
- Adoption25
- Hype gap+45
- Incentives70
- Confidence45
buildOne report1 publisher IT-services firms account for a third of the 8.1% fall in H-1B labor filings
Twenty IT-services firms filed 31.9% fewer H-1B labor applications so far in FY2026, a third of an 8.1% drop, a dev.to analysis of federal data found. Because the forms also record each employer's offered wage by title, teams that sponsor engineers can price roles against named rivals.
Reality
- Evidence58
- Adoption
- Not scored
- Hype gap+12
- Incentives
- Not scored
- Confidence55
Treetop's 1,000MW grid filing set off East Fishkill's three-year data-centre ban
East Fishkill, New York, unanimously barred data centres over 20MW until July 2029, though no developer had applied to build one. The plan surfaced in a filing with New York's grid operator, so opposition reached the town board before any application did.
Reality
- Evidence55
- Adoption
- Not scored
- Hype gap+15
- Incentives60
- Confidence62
buildOne report1 publisher Anderon bets $2B that quantum designers will send wafers to an IBM-owned fab
IBM subsidiary Anderon has a finalized $1 billion CHIPS award plus $1 billion from IBM to run a quantum-wafer foundry in Albany, New York. Its business case now turns on whether rival quantum companies will send their designs to a fab owned by a competitor.
Reality
- Evidence45
- Adoption15
- Hype gap+20
- Incentives65
- Confidence45
Rutgers and IBM hold a 100-qubit chain in order with nearly 5,000 mid-run resets
Rutgers and IBM researchers reset qubits almost 5,000 times mid-calculation to push a 100-qubit chain from chaos into order. Present-day hardware can run the repeated loop that error correction depends on, though the demonstration stops short of a fault-tolerant machine.
Reality
- Evidence45
- Adoption
- Not scored
- Hype gap+30
- Incentives50
- Confidence45
Lawsuit says McDonald's pricing software helped coordinate higher menu prices
McDonald's is denying a new lawsuit's allegation that its pricing recommendation system helped coordinate higher menu prices, Fortune reported. Chick-fil-A says it will keep people at its drive-thru speakers, so of the two chains only McDonald's carries the legal and service risk of letting software recommend prices and take orders.
Reality
- Evidence45
- Adoption20
- Hype gap+10
- Incentives60
- Confidence40
Europol named wallet keys as crypto's main quantum exposure, a risk that covers the 6.04 million bitcoin Glassnode counts with public keys already on-chain. Its report says those coins can be protected only by moving them before an attack, so the length of the migration queue sets the deadline for custodians.
Perspective Coverage
8 publishers
- Builder
- Builder 42%
- Operator
- Operator 26%
- Investor
- Investor 32%
Reality
- Evidence72
- Adoption18
- Hype gap+8
- Incentives35
- Confidence68
Red Hat says its Lightwell project has fixed more than 400 novel vulnerabilities in foundational Java libraries since launching in June. Teams running pinned, older Java dependencies should expect more fixes to land, and Red Hat is selling backports built for their exact versions.
Perspective Coverage
7 publishers
- Builder
- Builder 35%
- Operator
- Operator 40%
- Investor
- Investor 25%
Reality
- Evidence55
- Adoption30
- Hype gap+35
- Incentives75
- Confidence60
DARPA moved four quantum firms, Atom Computing, Diraq, IBM and IonQ, into the final stage of its benchmarking programme, joining Microsoft and PsiQuantum. Buyers hearing quantum pitches now get a government check of six designs against a 2033 goal of a machine worth more than it costs.
Perspective Coverage
4 publishers
- Builder
- Builder 34%
- Operator
- Operator 29%
- Investor
- Investor 37%
Reality
- Evidence72
- Adoption20
- Hype gap+30
- Incentives65
- Confidence70
buildOne report1 publisher Quantinuum's Helios-1 keeps error-correction circuits usable at up to 91 data qubits in a Julich benchmark
Quantinuum's Helios-1 kept useful output in error-correction circuits of up to 91 data qubits, a Julich preprint benchmarking 10 processors found. Its benchmark needed only 50 runs per circuit to detect gains, a cheap check before committing to a full error-correction experiment.
Reality
- Evidence50
- Adoption
- Not scored
- Hype gap+20
- Incentives
- Not scored
- Confidence45
Kyndryl survey finds one IT chief in ten using AI agents to modernize legacy systems
Kyndryl's survey of 2,000 senior IT decision-makers found 10% using agentic AI to modernize legacy systems. Read alongside a former IBM strategist's warning about compute bills, the evidence favors agents that map old systems over agents that rewrite them.
Reality
- Evidence40
- Adoption10
- Hype gap+20
- Incentives65
- Confidence40
buildOne report1 publisher IBM wires its Spyre inference card into PyTorch as a native device
IBM's torch-spyre team made the Spyre inference accelerator a native PyTorch device on PrivateUse1, the allocator, streams and Inductor. Teams on IBM Z, LinuxONE and Power can reach the card from ordinary eager and compiled PyTorch code through one launch path.
Reality
- Evidence45
- Adoption
- Not scored
- Hype gap+15
- Incentives65
- Confidence50
New wavepacket algorithm brings a simplified particle collision onto a 104-qubit IBM processor
Caltech and University of Washington physicists simulated a particle collision on a 104-qubit IBM chip using a more efficient way to prepare wavepackets. The test used a simplified one-dimensional theory, so it shows the preparation step that had blocked such runs now fits on current hardware for toy models.
Reality
- Evidence55
- Adoption
- Not scored
- Hype gap+15
- Incentives
- Not scored
- Confidence55
Earlier coverage
- Rapidus signs 17 design partners while its 2nm foundry still looks for customers
Build · October 6, 2026 · Confirmed3 publishers
- Nvidia adds BlueField-4 hardware watchdog to back up host-based AI agent containment
Security · September 29, 2026 · Confirmed9 publishers
- IBM's self-hosted Bob coding agent runs air-gapped on Nvidia and Poolside models
Product · October 1, 2026 · Confirmed2 publishers
- IBM cools and links its first two quantum fridge modules, with Starling still dated 2029
Product · August 19, 2026 · Confirmed3 publishers
- IBM's Arm-on-Z core turns "leave the mainframe" into a budget question
Product · August 24, 2026 · Confirmed3 publishers
- Granite 4.2 ships a self-hostable reasoning tier under Apache 2.0, and its data says coding agent
Build · August 25, 2026 · Confirmed3 publishers
- NASA and IBM fold four lunar instrument archives into one reusable AI backbone
Science · September 10, 2026 · Confirmed2 publishers
- Anthropic's open-weights holdout turns a safety argument into a supply question
Leadership · September 22, 2026 · Confirmed2 publishers
- Trump's "super intelligence" rename takes over a term the field reserves for a hypothetical system
Product · September 22, 2026 · Confirmed8 publishers
- DOE's $215M quantum competition sets its pass mark at 100 logical qubits
Product · September 17, 2026 · Confirmed2 publishers
- Sandia scores the best quantum hardware 137,000 times short of breaking RSA-2048
Science · September 17, 2026 · Confirmed2 publishers