FRESH

Overview

Thai equity quant pipeline — regime, books, and live journal at a glance.

Market regime

where the market sits in its cycle — context only, book weights adapt automatically

neutral uptrend-1.4%vs 100d avg·trend ↑ UP·22 sessions13y stats

Neutral (-1.4%) vs a RISING 100d average — no stretch signal either way; the trend direction carries the information.

Breadth (%>MA20)
40.8%
In state for
22d

Indices

close, returns, trend position

IndexClose1d1w1m3mvs MA20vs MA10052w
SET1571.74-0.4%-0.3%-2.0%-3.1%-0.8%-1.4%
SET501046.61-0.1%-0.3%-2.6%-1.7%-1.4%-0.8%
SET100119.08-0.4%-0.2%-1.9%-2.6%-0.6%-1.1%

Breadth

participation across universes

Universen>MA20>MA1005d Δ
SET75130%46%↑ +2%
SET1009835%53%↑ +11%
SET505036%68%↑ +12%

Trade quality

turnover concentration and 52w extremes, today

48% of turnover in 10 names — 85th pctileconcentrated tape·new 52w highs 11 / lows 34
SymbolValue (MTHB)% market1dSector
SCC503,8937.4%+1.9%Industrials
DELTA503,8327.3%-2.2%Industrials
KBANK503,6526.9%+1.3%Financial Services
KTB502,5414.8%-0.6%Financial Services
PTTEP502,3294.4%+2.0%Energy
TOP502,2104.2%-5.7%Energy
PTT501,9673.7%+0.6%Energy
TRUE501,6913.2%-0.8%Communication Services
GULF501,6053.0%+0.4%Utilities
AOT501,5793.0%-0.4%Industrials

Highs watch

liquid names within 1% of at least their 3-month high today

new highs today: 3× 3m·3× 6m·3× 52w (liquid universe)
SymbolSector1dTiers
SCC50Industrials+1.9%3M6M52W
COM750Consumer Cyclical+1.5%3M6M52W
PLANB100Communication Services+4.3%3M6M52W

Turnover

last 120 sessions, billions THB

Index curve

equal-weight cumulative index, last 250 sessions

Breadth trend

% of names above MA20, last 120 sessions

New highs / lows (52w)

daily counts across the common-stock universe, last 250 sessions

new highsnew lowsnet MA10

Foreign flow

net foreign stock buying, MTHB, last 120 sessions

context, not signal
5d: -2.2% of turnover (29th pctile)·20d: 10th pctile·futures z -0.8

Sectors now

strongest overweights and weakest underweights — informational only

all sectors →

Rotation watch

biggest 20D IC shifts since the 2026-03-01 turn — informational, weights adjust on their own

all factors →
FactorThemeIC (OOS)IC (since turn)Shift
sector_momentum_20dSectorRotation0.0080.100+0.092
accumulationVolume-0.0350.022+0.057SIGN FLIP
quality_low_leverageQuality-0.0570.000+0.057
low_betaLow-Risk0.057-0.055-0.112SIGN FLIP
low_volatilityLow-Risk0.096-0.005-0.101
value_earnings_yieldValue0.069-0.030-0.099SIGN FLIP

4 jobs need attention

stale pipeline jobs that missed a due slot — waiting jobs are normal and not shown

pipeline →
run_daily --sendlast seen Jun 19, 01:35stale
data_arrival_monitorlast seen Aug 28, 18:15stale
weekly_combinelast seen Jul 05, 21:03stale
forecast_ledgerlast seen Jul 04, 15:26stale

Books

the actual portfolios — paper mode, no live orders

view all →

US market — collecting

S&P 500 + Nasdaq 100 + DJIA · 517 names — provisional models visible

US
US factors
65 rows
open factors →
US books
20D / 60D
open books →
Books as of
2026-07-02
us_market · us_factors · us_books
Prices
979,271 rows
2019-01-02 → 2026-10-09
Fundamentals
0 stmt · 0 daily
statements through

US factors and books are present as provisional paper-mode research; they are not approved for live sizing until the forward ledger accrues.

collector runs daily (cron 07:00 Tue-Sat). First zoo run + first weekly books done 2026-07-05 — PROVISIONAL: universe is today's membership backfilled (survivorship bias), so backtests are optimistic. The forward-only paper ledger (started 2026-07-05) is the honest record; no real sizing until it accrues (~Q4 2026).

Live journal

how the models score out-of-sample in real time — the honesty check

weekly_combine · 5D
+22.3%
3/3 resolved
weekly_combine · 10D
-34.2%
1/1 resolved
weekly_combine · 20D
-23.3%
3/3 resolved
weekly_combine · 60D
+49.5%
1/1 resolved
mid/small screen · 20D
+18.0%
10/14 resolved
us_books · 20D
—
0/1 resolved
us_books · 60D
—
0/1 resolved
quant_paper · 5D
+8.9%
3/4 resolved
Return windows by perioduniverse vs. size splits
WindowUniverseSmall halfBig half
2024-11.8%-21.3%-1.8%
2025-18.9%-27.4%-9.7%
2026 Jan-Feb+17.7%+17.3%+18.0%
since 2026-03-01+13.7%+9.6%+17.8%
last 60 sessions+2.8%-1.3%+7.1%