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Snapshot from Oct 13, 2026. Predictions are paused, so this will not update until research restarts.
EPAM Systems, Inc.
Technology · Information Technology Services
Made on Aug 4, 2026
Price at call $107.26
6-month call Bull +11.9%
Target by Feb 2027 $120.00
Great value below $95.00
Model v0.6.0

Projection vs Actual (6M history + forecast)

The masterbrain's trajectory (blue, curved through its 7 checkpoints), the deterministic v0.3 control (dashed), and the actual price (green) overlaid from the prediction date forward.
Forecast Change +11.9% to $120.00
Predicted High $120.00 at 6 months
Predicted Low $106.00 at 1 month
Max Drawdown (predicted) -1.2%

Forecast

The masterbrain trajectory — 7 dated checkpoints. Short rungs (2w, 1m) show the typical range as the primary claim; point calls run from 2 months out. Every claim still gets graded. Predicted Aug 4, 2026 2:48 am
Bull EPAM trends higher to $120.00 (+11.9% from $107.26) by Feb 2027. dip-then-recover
ThesisEPAM is a beaten-down IT-services name (-48.6% 6mo) with modest sentiment healing and value gravity toward a $125-$140 fair-value zone. Expect a choppy recovery: near-term drift as fallen-angel bid stabilizes, then gradual convergence toward the deterministic $119 endpoint as regime stays risk-on, with an earnings-driven inflection possible mid-window.
Invalidated ifBreak below $95 support or regime flip to risk-off with services sector underperforming would falsify recovery path.
Checkpointtime after the call Datewhen it gets graded Predictedthe claim: closing price Current priceactual close — fills in over time Predicted returnpredicted vs $107.26 at call Conv.brain's confidence, 1–10 Driverwhy the brain put the point here
Prediction made Aug 4, 2026 — $107.26 at call — —The anchor — every point below is measured from this price and date.
2 weeks Aug 18, 2026 $94.98–$119.54 typical range · internal point $108.50 — ±11.4% 6/10 Stabilization near current after prolonged drawdown
What actually happened: closed $98.73 on Aug 17, 2026 = -8.0% vs the call (predicted +1.2%)  ·  direction MISS (called flat, was down)  ·  off by 9.1 pp  ·  accuracy 4/10  ·  typical range ±11.4%: inside the band  ·  S&P +0.6% over the same window — lagged it
1 month Sep 4, 2026 $89.47–$125.05 typical range · internal point $106.00 — ±16.6% 5/10 Consolidation as fallen-angel bid tested
What actually happened: closed $119.88 on Sep 3, 2026 = +11.8% vs the call (predicted -1.2%)  ·  direction MISS (called flat, was up)  ·  off by 12.9 pp  ·  accuracy 4/10  ·  typical range ±16.6%: inside the band  ·  S&P -0.9% over the same window — lagged it
2 months Oct 4, 2026 $110.50 — +3.0% 5/10 Sentiment healing supports modest lift
What actually happened: closed $108.29 on Oct 2, 2026 = +1.0% vs the call (predicted +3.0%)  ·  direction HIT (called flat, was flat)  ·  off by 2.1 pp  ·  accuracy 9/10  ·  S&P -0.2% over the same window — lagged it
3 months Nov 4, 2026 $114.00 — +6.3% 5/10 Q3 print potential catalyst, beat cadence
4 months Dec 4, 2026 $116.50 — +8.6% 4/10 Value gravity pulls toward composite fair value
5 months Jan 4, 2027 $118.00 — +10.0% 4/10 Year-end positioning in oversold names
6 months Feb 4, 2027 $120.00 — +11.9% 4/10 Convergence toward deterministic endpoint

Why ranges on the short rungs? A 102-prediction trial (2026-07-21) showed 2-week point calls carry no information here — three prompt formulations all lost to simply predicting zero — while the stock's own volatility scale (σ×√t) described those windows well. So the short rungs claim what's actually knowable: the typical travel, with earnings timing flagged where the variance will come from. The internal point calls keep being generated and graded to map where real skill begins. Full evidence: stocks/predictions/V0.5-DESIGN.md §8.

Deterministic control (v0.3 value line) targets $119.36 (+11.3%) — both lines get graded at every checkpoint, so the brain has to beat the formula, not just replace it. Brain: claude-opus-4-7.

Weaknesses

No weaknesses recorded for this run.

All inputs present, no fallbacks used — nothing to flag.

Equation Inputs

Everything feeding the v0.6.0 model — value anchors, the stock's own price behaviour, and the tunable knobs.

Value anchors (from deep analysis)

Price at call$107.26
Composite fair value$125.50
Signal-adjusted fair value$134.11
DCF fair value$140.13
Anchored-PE fair value$140.63
Buy-below (value lens)$95.00
Value net score+14
Value confidence6 / 10
Quality net score+37
Memo confidence6 / 10
Deserved value (base)—
Quality tilt—
Deserved value (used)—
Coherence (value × quality)—

Price behaviour (trailing — shapes the realism line)

Realized volatility (annualized) 1m 48.4%  3m 57.5%  6m 60.0%  
Daily σ (realism noise)3.6%
Beta vs S&P 500 1m -1.50  3m -0.86  5m -0.46  
Trailing 6-month return-48.6%

Knobs (equation params)

ladder["w2","m1","m2","m3","m4","m5","m6"]
llm_modelclaude-opus-4-7
max_tokens3000
control_knobs{"w_dcf":0.5,"k_qual":0.200000000000000011102230246251565404236316680908203125,"reach_6m":0.450000000000000011102230246251565404236316680908203125,"coh_floor":0.5,"conf_gain":0.059999999999999997779553950749686919152736663818359375,"noise_phi":0.84999999999999997779553950749686919152736663818359375,"conf_floor":0.40000000000000002220446049250313080847263336181640625,"w_composite":0.5,"noise_window":"3m","flat_band_pct":5,"horizon_months":6,"noise_sigma_fallback":0.01499999999999999944488848768742172978818416595458984375}
Neutral band (%)5
earnings_briefv1
prompt_versionp1
control_versionv0.3.0

Version & Tech Chain

What produced this prediction — stamped on the record so versions can be compared by success rate later.
Model v0.6.0 #271041f8fcd5

Tech composition (what this version is built from)

#ProcessKindGroup
1 Synthesis valuation-synthesis deterministic final
2 Scenario Analysis scenario-valuation deterministic valuation
3 Valuation / Mispricing ext-lens-value llm extended
4 Company Quality ext-lens-quality llm extended
5 Forensic Memo (combiner) ext-forensic-memo llm extended
6 Classification company-classification llm foundation
7 Live Quote fmp-quote data market-data

Inputs used (the runs that fed this prediction)

Upstream processRanLagRun id
company-classification Aug 3, 2026 freshest EPAM-20260803-164946-600b
ext-forensic-memo Aug 3, 2026 freshest ext-EPAM-20260803-175115-2480
ext-lens-quality Aug 3, 2026 freshest ext-EPAM-20260803-175115-2480
ext-lens-sentiment Aug 3, 2026 freshest ext-EPAM-20260803-175115-2480
ext-lens-value Aug 3, 2026 freshest ext-EPAM-20260803-175115-2480
scenario-valuation Aug 3, 2026 freshest EPAM-20260803-164946-600b
valuation-synthesis Aug 3, 2026 freshest EPAM-20260803-164946-600b

Inputs flagged 7d+ behind the freshest one may be stale relative to the rest of the analysis.

Saved History

2 frozen snapshots — the record we score once predictions mature.
MadeModelCallAt callTargetExp.Eval due
Aug 29, 2026 v0.6.0 Neutral $114.80 $118.50 +3.2% Mar 2027 view
Aug 4, 2026 v0.6.0 Bull $107.26 $120.00 +11.9% Feb 2027 viewing

Not Yet Modeled

What this v0.6.0 forecast deliberately ignores — the work ahead, in plain sight.
  • Scenario probabilities — one path, no bull/bear split (base_prob = 1.0).
  • Intraday / sub-2-week behaviour — the first claim is at 14 days by design (EOD product).
  • Position sizing / portfolio context — the path is a price claim only.