Self-contained
RESPONSIBLE AI · THE COUNCIL THAT CHECKS THE MATH, AND SAYS NO

It checks the math. Then it refuses to burn out your team.

DELPHAI is a reasoning council of AI agents for Microsoft certification readiness — live on Foundry Agent Service. The advisors debate it out: one runs a code-interpreter tool to compute the real odds and overrule the optimist; the wellbeing agent refuses, outright, to overwork people to hit a date. Then the call — GO · NEGOTIATE · NO-GO.

The Oracle (Camillo Miola, 1880) — J. Paul Getty Museum, public domain
ΔΕΛΦΟΙDelphoi
DELPHAI is named for Delphi — the oracle the ancient world consulted before making any commitment. We made it real: a council that reads your data and tells you the truth about readiness before you commit a team to a deadline.“The Oracle,” Camillo Miola, 1880 · public domain · J. Paul Getty Museum
1
You ask

Pick one learner or a whole team, a Microsoft cert, and a deadline.

→
2
The council reasons

Ten agents debate — one runs a tool to check the math, one refuses to overwork anyone.

→
3
It decides

GO · NEGOTIATE · NO-GO — plus a grounded, per-person plan.

TODAY · GUT-FEEL

A manager guesses, and hopes.

Q1

The team is committed to a cert deadline on a hunch.

WK1

Everyone's pushed to 90% capacity — nobody knows who'll actually pass.

EXAM

Some pass, some fail, two people quietly burn out.

TIME TO A DECISIONweeks of doubt
WITH DELPHAI

A council reads the signals, and decides.

T+0

Intake — the cert, the deadline, the team's real signals.

T+30s

Ten advisors debate it out, grounded in live Microsoft Learn.

T+60s

Verdict + a per-person plan — and it refuses to overwork anyone.

TIME TO A DECISION< 60 seconds
▸ RUN THE COUNCIL

One learner, or a whole team.

[ ORACLE · LIVE READING ]
One learner or a whole team — the council reasons live in ~60 seconds.
THE DELPHAI THESIS

A council of agents. One grounded verdict. One refusal it won't take back.

Intake Curate Plan Assess Debate Decide Act
⚡ Live Microsoft Foundry · gpt-4.1 🧩 Microsoft Agent Framework 🔌 Real Microsoft Learn MCP ✅ Evals 8/8 🔒 Synthetic data only
▦ LIVE ARCHITECTURE

One ask → a council on Foundry → a grounded verdict.

Click any node to inspect it — or trace a request end to end.
11 reasoning agents 3 execution surfaces 3 Microsoft IQ layers 2 live tools · MCP + code 8/8 evals · synthetic-only
1Request
🎓
Learner / Managercert · deadline · capacityself-service + manager
▸
Readiness consoleone questionnatural language
2On Microsoft Foundry
⚡
Foundry gpt-4.1the reasoning modelquorum-gpt41
🟢
Agent Service11 hosted agentsasst_… · managed
🧩
Agent Framework+ custom orchestratorSSE stream
3The council
⚖️
11 agents debatecross-examineFabric IQ ontology
🚩
Skeptic vetooverrules the optimist93–96% → 77%
🛡️
Wellbeing refusalwon’t overwork peopledeclines the order
4Grounding & tools
🔎
Foundry IQhybrid vector + keywordAzure AI Search
🔌
Microsoft Learn MCPlive docs groundingmicrosoft_docs_search
⚙
Code interpreterexact math, not vibesPoisson-binomial
🧬
Work · Fabric IQsignals · ontology2 of 3 IQ layers
5Decision
✅
GO · NEGOTIATE · NO-GOthe reconciled verdict+ path to GO
📅
Per-person planweek-by-week.ics + manager email
🔒
Synthetic · no PIInever ranks peopleevals 8/8
⚖ RESPONSIBLE AI It will tell your boss no — order it to overwork the team to hit a date, and it refuses the order outright, live on Foundry. REFUSED ▶
DELPHAI · CERTIFICATION READINESS ORACLELIVE ON MICROSOFT FOUNDRY · GPT-4.1
● DELPHAI · LIVE INGESTION

Convening the live council…

0candidates
0study hrs
0skills
0domains
📅
Work IQOutlook calendars · capacity
connecting…
📚
Foundry IQgrounded KB · citations
connecting…
🧬
Fabric IQrole · cert · skill ontology
connecting…
🔌
Microsoft Learn MCPlive exam objectives
connecting…
▸ DELPHAI · YOUR PATH TO PASSING

🎓 My certification path

▸ DELPHAI · COUNCIL VERDICT

⚖️ Council verdict

…

Top strengths

    What to fix

      🧮 Show the reasoning — how the council reached this verdict
      Grounded sources: KB-SEC-001 KB-SEC-002 KB-SEC-003 · click to read the approved source
      The % next to each advisor is their own read of the team's odds — the optimist and skeptic disagree on purpose; the gauge above reconciles them. Click any advisor to ask why.
      🗣️ The deliberation · live — 💬 click any advisor to interrogate them
      🔎 Per-candidate risks & recommended actions
      🔬 Stress test & forecast
      🔥 Team mastery
      Domain mastery — candidate × weighted exam domain
      Skill coverage — average team proficiency
      🗓️ Study plan & engagement · at a glance
      📚 Full study plans · every candidate, week by week
      ⚠ Council flag raised

      FLAGGED

      ✕
      📧 Manager brief — ready to send
      Open in mail ↗