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Topic

Agentic AI and tool use

AI approach where models plan multi-step tasks, call external tools or APIs, and execute code with minimal human input.

Current stories

investConfirmed7 publishers

Vertex leads RapidCanvas's $29 million Series B as four earlier investors return

RapidCanvas raised a $29 million Series B led by Vertex Ventures SEA & India, taking total funding to $52.5 million. The company claims its ARR rose 8x over six quarters, a compound rate of about 41% a quarter.

Perspective Coverage

7 publishers
Builder
Builder 29%
Operator
Operator 26%
Investor
Investor 45%

Reality

Evidence50
Adoption40
Hype gap+20
Incentives70
Confidence72
investConfirmed3 publishers

LG CNS and KDDI begin scoping AI projects in five Asia-Pacific markets

LG CNS and KDDI signed an MOU pairing two LG AI platforms with KDDI's 19 Asia-Pacific sites in 15 countries. The companies did not disclose a budget or revenue target, so what exists is an agreement to look for projects.

Perspective Coverage

3 publishers
Builder
Builder 37%
Operator
Operator 35%
Investor
Investor 28%

Reality

Evidence50
Adoption
Not scored
Hype gap+20
Incentives
Not scored
Confidence65
investConfirmed30 publishers

Microsoft expects Maia 300 to become its primary AI inference system

Microsoft unveiled Maia 300 on October 12 and plans multi-gigawatt Azure Maia deployments from 2027, according to theneuron.ai. Its 40% tokens-per-megawatt target comes without a stated baseline, so teams cannot yet size agent workloads against it.

Perspective Coverage

31 publishers
Builder
Builder 35%
Operator
Operator 24%
Investor
Investor 41%

Reality

Evidence35
Adoption20
Hype gap+35
Incentives65
Confidence72
buildConfirmed8 publishers

NVIDIA pledges $50 million a year of compute to UK agent-safety research

NVIDIA has committed $250 million of compute over five years to agentic-safety research at Oxford, UCL and Imperial College London. The access is valued at $50 million a year, and the sources do not say at what rate, on which hardware or in what split.

Perspective Coverage

9 publishers
Builder
Builder 29%
Operator
Operator 34%
Investor
Investor 37%

Reality

Evidence58
Adoption5
Hype gap+30
Incentives68
Confidence72
productConfirmed3 publishers

SolarWinds' Avior lets models choose IT fixes inside a fixed, auditable framework

SolarWinds launched Avior, a standalone AI agent for first-line IT work that holds anything it classes as potentially dangerous for human approval. The company says models decide what needs doing while a fixed, auditable framework controls how, so a rollout turns on where the vendor draws that line.

Perspective Coverage

3 publishers
Builder
Builder 27%
Operator
Operator 60%
Investor
Investor 13%

Reality

Evidence30
Adoption
Not scored
Hype gap+30
Incentives70
Confidence65
buildOne report1 publisher

GPT-4.1 falls from 93.49% to 14.58% on BrowseComp-Plus when BM25 does the searching

GPT-4.1 scored 93.49% on BrowseComp-Plus with documents supplied and 14.58% when BM25 searched, according to The New Stack. That 78.9-point gap sizes the room for retrieval work on one fixed corpus. Production failure rates need their own measurement.

Publishers:thenewstack.io

Reality

Evidence58
Adoption
Not scored
Hype gap+15
Incentives
Not scored
Confidence55
leadershipOne report1 publisher

Intuit opens its AI platform to Australian QuickBooks Online users in beta

Intuit switched on Intuit Intelligence in Australia on 14 October, in beta for QuickBooks Online and QuickBooks Online Advanced customers. iTWire reports that Xero and MYOB have spent the past year wiring AI agents into their own ledgers.

Publishers:itwire.com

Reality

Evidence30
Adoption
Not scored
Hype gap+20
Incentives70
Confidence50
buildOne report1 publisher

IDC and Lenovo say 88% of AI proofs of concept never reach production

IDC and Lenovo's joint study finds 88% of AI proof-of-concept projects never reach production, The New Stack reports. The fixes on offer from a vendor CTO are operational: timeouts, logs and per-agent credentials.

Publishers:thenewstack.io

Reality

Evidence30
Adoption
Not scored
Hype gap
Not scored
Incentives70
Confidence50
buildConfirmed2 publishers

Workday agrees to buy C1.ai to govern AI agent access alongside employee access

Workday signed a definitive agreement to acquire C1.ai, an agentic identity platform, with closing expected in the quarter ending Jan. 31, 2027. With C1.ai, Workday says it will become the identity governance layer for people, money and agents.

Publishers:dev.to investor.workday.com

Reality

Evidence40
Adoption
Not scored
Hype gap+30
Incentives75
Confidence70
investOne report1 publisher

Connecticut Wealth Management commits five years to an AI build meant to hold its 35-to-1 client ratio

Connecticut Wealth Management, a $5.2 billion RIA, hired Subatomic for a five-year AI operating system build, first phase due by the end of 2026. Its 1,300-plus families over 45 advisors come to about 29 each, below the 35-to-1 it says it will hold.

Reality

Evidence30
Adoption10
Hype gap+35
Incentives70
Confidence60
leadershipOne report1 publisher

Workday turns its Sana agent into the first screen every user sees

Workday made its Sana agent interface the default home screen for all users at its Rising event in Las Vegas. For HR and finance teams the day now starts at a prompt. Who reviews what the agents do is still unsettled.

Publishers:itpro.com

Reality

Evidence30
Adoption
Not scored
Hype gap+35
Incentives70
Confidence55
leadershipOne report1 publisher

IFS and Siemens join design and field service data to go after a 40% efficiency gap

IFS and Siemens have partnered to connect product design data with field maintenance, targeting what IFS calls a 40 per cent efficiency gap. Both vendors pitch it as filling each other's gaps, and the only public account so far comes from the IFS Unleashed stage, as reported by itwire.

Publishers:itwire.com

Reality

Evidence25
Adoption
Not scored
Hype gap+40
Incentives70
Confidence45
productOne report1 publisher

Workday makes its Sana agent the new Workday Home for employees

Workday said at Workday Rising that Sana, its agentic experience, is becoming the new Workday Home, with Sana Concierge to resolve HR and IT requests. Employees will work with Sana directly. That puts an agent ahead of the HR or IT team on routine requests.

Publishers:siliconangle.com

Reality

Evidence30
Adoption
Not scored
Hype gap+35
Incentives
Not scored
Confidence55
leadershipOne report1 publisher

Wharton economists model AI traders that coordinate through prices without exchanging a message

Wharton finance professors Itay Goldstein and Winston Dou argue that agentic AI traders can coordinate through prices alone, with no messages exchanged. They say the result could be bubbles that hit retail investors especially hard.

Reality

Evidence35
Adoption
Not scored
Hype gap+25
Incentives40
Confidence50
leadershipOne report1 publisher

IFS survey finds just 4% of organisations mandate human approval of AI-supported decisions

IFS's survey of more than 2,200 senior decision makers in 14 countries found only 4% of organisations require human approval of AI decisions. IFS published it beside its own AI platform. The gap it describes is also its sales case.

Publishers:itwire.com

Reality

Evidence35
Adoption30
Hype gap+40
Incentives85
Confidence55
securityOne report1 publisher

Flashpoint's 2026 report puts agentic AI in active defense use at one in four security teams

Flashpoint's 2026 report finds 25% of security teams actively use agentic AI in cyber defense. Respondents name wrong decisions, data leakage, auditability, regulation and cost as the obstacles to going further.

Reality

Evidence40
Adoption25
Hype gap+8
Incentives
Not scored
Confidence50
productOne report1 publisher

Dell pitches on-prem inference to Bay Area customers whose token budgets run out in weeks

Dell's Helen O'Sullivan says some Bay Area customers run through token budgets in weeks that they allotted for months. Her fix keeps frontier models and adds open-source models and on-prem infrastructure.

Publishers:siliconangle.com

Reality

Evidence22
Adoption
Not scored
Hype gap+35
Incentives85
Confidence60
investOne report1 publisher

Gartner forecasts over 40% of agentic AI projects canceled even as a third of software ships with agents

Gartner expects over 40% of agentic AI projects to be canceled by the end of 2027 and a third of enterprise software to ship with agentic AI by 2028. Quartz's summary says both can hold at once. We think that argues for releasing agent budgets in tranches.

Publishers:qz.com

Reality

Evidence35
Adoption
Not scored
Hype gap
Not scored
Incentives
Not scored
Confidence40

Earlier coverage

  1. ICO extracts data protection pledges from ten AI developers over training data

    Security · October 9, 2026 · Confirmed2 publishers

  2. MAS gives Singapore's financial firms until October 2028 to fully comply with new AI risk guidelines

    Invest · October 6, 2026 · Confirmed3 publishers

  3. Stuut's 47% DSO claim runs more than double its own ZoomInfo result

    Product · October 7, 2026 · Confirmed6 publishers

  4. Dell's answer to agents burning tokens on every query arrives in the first half of 2027

    Product · October 6, 2026 · Confirmed3 publishers

  5. Cisco builds Webex agents that keep working after the customer hangs up

    Product · October 7, 2026 · Confirmed2 publishers

  6. JPMorganChase ranks first in Evident's AI ranking of banks for fourth straight year

    Invest · October 6, 2026 · Confirmed2 publishers

  7. Appetite for agentic IT outruns the trust to let it make decisions

    Leadership · October 6, 2026 · One report1 publisher

  8. ServiceNow handed a small in-house team a startup mandate to answer Serval and Slack

    Product · October 1, 2026 · Confirmed2 publishers

  9. OpenAI holds GPT-6.1 Astra back after the model kept working past what users asked

    Product · October 1, 2026 · Confirmed4 publishers

  10. Insight Partners leads $60M into Metaview's plan to have recruiters supervise AI agents

    Product · October 1, 2026 · Confirmed2 publishers

  11. AMD's nearly 30% September run briefly lifted its market value past $1 trillion

    Invest · September 30, 2026 · Confirmed2 publishers

  12. BMW will use agentic AI to cut a fifth of its managers by mid-2027

    Invest · September 30, 2026 · Confirmed2 publishers

  13. Instinct's valuation goes from $2.5bn to $10bn in a month on a user count it last gave at 100,000

    Invest · September 28, 2026 · Confirmed8 publishers

  14. Bedrock serves xAI's Grok 4.7 through the Converse, Responses and Chat Completions APIs

    Build · September 28, 2026 · Confirmed2 publishers